New Upstream Snapshot - butteraugli
Ready changes
Summary
Merged new upstream version: 0~20170116+git20190319.1.71b18b6 (was: 0~20170116).
Resulting package
Built on 2022-04-22T21:45 (took 8m58s)
The resulting binary packages can be installed (if you have the apt repository enabled) by running one of:
apt install -t fresh-snapshots butteraugli-dbgsymapt install -t fresh-snapshots butteraugli
Lintian Result
- butteraugli-dbgsym_0~20170116+git20190319.1.71b18b6-1~jan+nus1_amd64.deb
- butteraugli_0~20170116+git20190319.1.71b18b6-1~jan+nus1.dsc
- butteraugli_0~20170116+git20190319.1.71b18b6-1~jan+nus1_amd64.buildinfo
- butteraugli_0~20170116+git20190319.1.71b18b6-1~jan+nus1_amd64.changes
- butteraugli_0~20170116+git20190319.1.71b18b6-1~jan+nus1_amd64.deb
Diff
diff --git a/README.md b/README.md
index 126fa5f..4623442 100755
--- a/README.md
+++ b/README.md
@@ -37,8 +37,8 @@ experience classes: 'great', 'acceptable' and 'not acceptable'.
## Build instructions
-Install [Bazel](http://bazel.io) by following the
-[instructions](https://www.bazel.io/docs/install.html). Run `bazel build -c opt
+Install [Bazel](http://bazel.build) by following the
+[instructions](https://www.bazel.build/docs/install.html). Run `bazel build -c opt
//:butteraugli` in the directory that contains this README file to build the
[command-line utility](#cmdline-tool). If you want to use Butteraugli as a
library, depend on the `//:butteraugli_lib` target.
diff --git a/WORKSPACE b/WORKSPACE
index 4d6ed65..811f551 100755
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -1,25 +1,36 @@
workspace(name = "butteraugli")
-new_http_archive(
- name = "png_archive",
- url = "http://github.com/glennrp/libpng/archive/v1.2.57.zip",
- sha256 = "a941dc09ca00148fe7aaf4ecdd6a67579c293678ed1e1cf633b5ffc02f4f8cf7",
- strip_prefix = "libpng-1.2.57",
- build_file = "png.BUILD",
+load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
+
+http_archive(
+ name = "png_archive",
+ build_file = "@//:png.BUILD",
+ sha256 = "e45ce5f68b1d80e2cb9a2b601605b374bdf51e1798ef1c2c2bd62131dfcf9eef",
+ strip_prefix = "libpng-1.6.34",
+ urls = [
+ "https://mirror.bazel.build/github.com/glennrp/libpng/archive/v1.6.34.tar.gz",
+ "https://github.com/glennrp/libpng/archive/v1.6.34.tar.gz",
+ ],
)
-new_http_archive(
- name = "zlib_archive",
- url = "http://zlib.net/fossils/zlib-1.2.10.tar.gz",
- sha256 = "8d7e9f698ce48787b6e1c67e6bff79e487303e66077e25cb9784ac8835978017",
- strip_prefix = "zlib-1.2.10",
- build_file = "zlib.BUILD",
+http_archive(
+ name = "zlib_archive",
+ build_file = "@//:zlib.BUILD",
+ sha256 = "c3e5e9fdd5004dcb542feda5ee4f0ff0744628baf8ed2dd5d66f8ca1197cb1a1",
+ strip_prefix = "zlib-1.2.11",
+ urls = [
+ "https://mirror.bazel.build/zlib.net/zlib-1.2.11.tar.gz",
+ "https://zlib.net/zlib-1.2.11.tar.gz",
+ ],
)
-new_http_archive(
- name = "jpeg_archive",
- url = "http://www.ijg.org/files/jpegsrc.v9b.tar.gz",
- sha256 = "240fd398da741669bf3c90366f58452ea59041cacc741a489b99f2f6a0bad052",
- strip_prefix = "jpeg-9b",
- build_file = "jpeg.BUILD",
+http_archive(
+ name = "jpeg_archive",
+ build_file = "@//:jpeg.BUILD",
+ sha256 = "240fd398da741669bf3c90366f58452ea59041cacc741a489b99f2f6a0bad052",
+ strip_prefix = "jpeg-9b",
+ urls = [
+ "https://mirror.bazel.build/www.ijg.org/files/jpegsrc.v9b.tar.gz",
+ "http://www.ijg.org/files/jpegsrc.v9b.tar.gz",
+ ],
)
diff --git a/butteraugli/butteraugli.cc b/butteraugli/butteraugli.cc
index 135bafb..a9973b1 100755
--- a/butteraugli/butteraugli.cc
+++ b/butteraugli/butteraugli.cc
@@ -40,14 +40,25 @@
#include <algorithm>
#include <array>
+
// Restricted pointers speed up Convolution(); MSVC uses a different keyword.
#ifdef _MSC_VER
#define __restrict__ __restrict
#endif
+#ifndef PROFILER_ENABLED
+#define PROFILER_ENABLED 0
+#endif
+#if PROFILER_ENABLED
+#else
+#define PROFILER_FUNC
+#define PROFILER_ZONE(name)
+#endif
+
namespace butteraugli {
void *CacheAligned::Allocate(const size_t bytes) {
+ PROFILER_FUNC;
char *const allocated = static_cast<char *>(malloc(bytes + kCacheLineSize));
if (allocated == nullptr) {
return nullptr;
@@ -59,10 +70,11 @@ void *CacheAligned::Allocate(const size_t bytes) {
assert(misalignment % kPointerSize == 0);
char *const aligned = allocated + kCacheLineSize - misalignment;
memcpy(aligned - kPointerSize, &allocated, kPointerSize);
- return aligned;
+ return BUTTERAUGLI_ASSUME_ALIGNED(aligned, 64);
}
void CacheAligned::Free(void *aligned_pointer) {
+ PROFILER_FUNC;
if (aligned_pointer == nullptr) {
return;
}
@@ -90,8 +102,9 @@ static inline bool IsNan(const double x) {
}
static inline void CheckImage(const ImageF &image, const char *name) {
+ PROFILER_FUNC;
for (size_t y = 0; y < image.ysize(); ++y) {
- ConstRestrict<const float *> row = image.Row(y);
+ const float * const BUTTERAUGLI_RESTRICT row = image.Row(y);
for (size_t x = 0; x < image.xsize(); ++x) {
if (IsNan(row[x])) {
printf("Image %s @ %lu,%lu (of %lu,%lu)\n", name, x, y, image.xsize(),
@@ -122,201 +135,113 @@ static inline void CheckImage(const ImageF &image, const char *name) {
#endif
-static const double kInternalGoodQualityThreshold = 14.921561160295326;
+// Purpose of kInternalGoodQualityThreshold:
+// Normalize 'ok' image degradation to 1.0 across different versions of
+// butteraugli.
+static const double kInternalGoodQualityThreshold = 20.35;
static const double kGlobalScale = 1.0 / kInternalGoodQualityThreshold;
-inline double DotProduct(const double u[3], const double v[3]) {
- return u[0] * v[0] + u[1] * v[1] + u[2] * v[2];
-}
-
-inline double DotProduct(const float u[3], const double v[3]) {
+inline float DotProduct(const float u[3], const float v[3]) {
return u[0] * v[0] + u[1] * v[1] + u[2] * v[2];
}
-// Computes a horizontal convolution and transposes the result.
-static void Convolution(size_t xsize, size_t ysize,
- size_t xstep,
- size_t len, size_t offset,
- const float* __restrict__ multipliers,
- const float* __restrict__ inp,
- double border_ratio,
- float* __restrict__ result) {
- PROFILER_FUNC;
- double weight_no_border = 0;
- for (int j = 0; j <= 2 * offset; ++j) {
- weight_no_border += multipliers[j];
- }
- for (size_t x = 0, ox = 0; x < xsize; x += xstep, ox++) {
- int minx = x < offset ? 0 : x - offset;
- int maxx = std::min(xsize, x + len - offset) - 1;
- double weight = 0.0;
+std::vector<float> ComputeKernel(float sigma) {
+ const float m = 2.25; // Accuracy increases when m is increased.
+ const float scaler = -1.0 / (2 * sigma * sigma);
+ const int diff = std::max<int>(1, m * fabs(sigma));
+ std::vector<float> kernel(2 * diff + 1);
+ for (int i = -diff; i <= diff; ++i) {
+ kernel[i + diff] = exp(scaler * i * i);
+ }
+ return kernel;
+}
+
+void ConvolveBorderColumn(
+ const ImageF& in,
+ const std::vector<float>& kernel,
+ const float weight_no_border,
+ const float border_ratio,
+ const size_t x,
+ float* const BUTTERAUGLI_RESTRICT row_out) {
+ const int offset = kernel.size() / 2;
+ int minx = x < offset ? 0 : x - offset;
+ int maxx = std::min<int>(in.xsize() - 1, x + offset);
+ float weight = 0.0f;
+ for (int j = minx; j <= maxx; ++j) {
+ weight += kernel[j - x + offset];
+ }
+ // Interpolate linearly between the no-border scaling and border scaling.
+ weight = (1.0f - border_ratio) * weight + border_ratio * weight_no_border;
+ float scale = 1.0f / weight;
+ for (size_t y = 0; y < in.ysize(); ++y) {
+ const float* const BUTTERAUGLI_RESTRICT row_in = in.Row(y);
+ float sum = 0.0f;
for (int j = minx; j <= maxx; ++j) {
- weight += multipliers[j - x + offset];
- }
- // Interpolate linearly between the no-border scaling and border scaling.
- weight = (1.0 - border_ratio) * weight + border_ratio * weight_no_border;
- double scale = 1.0 / weight;
- for (size_t y = 0; y < ysize; ++y) {
- double sum = 0.0;
- for (int j = minx; j <= maxx; ++j) {
- sum += inp[y * xsize + j] * multipliers[j - x + offset];
- }
- result[ox * ysize + y] = sum * scale;
+ sum += row_in[j] * kernel[j - x + offset];
}
+ row_out[y] = sum * scale;
}
}
-void Blur(size_t xsize, size_t ysize, float* channel, double sigma,
- double border_ratio) {
+// Computes a horizontal convolution and transposes the result.
+ImageF Convolution(const ImageF& in,
+ const std::vector<float>& kernel,
+ const float border_ratio) {
PROFILER_FUNC;
- double m = 2.25; // Accuracy increases when m is increased.
- const double scaler = -1.0 / (2 * sigma * sigma);
- // For m = 9.0: exp(-scaler * diff * diff) < 2^ {-52}
- const int diff = std::max<int>(1, m * fabs(sigma));
- const int expn_size = 2 * diff + 1;
- std::vector<float> expn(expn_size);
- for (int i = -diff; i <= diff; ++i) {
- expn[i + diff] = exp(scaler * i * i);
- }
- const int xstep = std::max(1, int(sigma / 3));
- const int ystep = xstep;
- int dxsize = (xsize + xstep - 1) / xstep;
- int dysize = (ysize + ystep - 1) / ystep;
- std::vector<float> tmp(dxsize * ysize);
- std::vector<float> downsampled_output(dxsize * dysize);
- Convolution(xsize, ysize, xstep, expn_size, diff, expn.data(), channel,
- border_ratio,
- tmp.data());
- Convolution(ysize, dxsize, ystep, expn_size, diff, expn.data(), tmp.data(),
- border_ratio,
- downsampled_output.data());
- for (int y = 0; y < ysize; y++) {
- for (int x = 0; x < xsize; x++) {
- // TODO: Use correct rounding.
- channel[y * xsize + x] =
- downsampled_output[(y / ystep) * dxsize + (x / xstep)];
- }
+ ImageF out(in.ysize(), in.xsize());
+ const int len = kernel.size();
+ const int offset = kernel.size() / 2;
+ float weight_no_border = 0.0f;
+ for (int j = 0; j < len; ++j) {
+ weight_no_border += kernel[j];
}
-}
-
-// To change this to n, add the relevant FFTn function and kFFTnMapIndexTable.
-constexpr size_t kBlockEdge = 8;
-constexpr size_t kBlockSize = kBlockEdge * kBlockEdge;
-constexpr size_t kBlockEdgeHalf = kBlockEdge / 2;
-constexpr size_t kBlockHalf = kBlockEdge * kBlockEdgeHalf;
-
-// Contrast sensitivity related weights.
-static const double *GetContrastSensitivityMatrix() {
- static double csf8x8[kBlockHalf + kBlockEdgeHalf + 1] = {
- 5.28270670524,
- 0.0,
- 0.0,
- 0.0,
- 0.3831134973,
- 0.676303603859,
- 3.58927792424,
- 18.6104367002,
- 18.6104367002,
- 3.09093131948,
- 1.0,
- 0.498250875965,
- 0.36198671102,
- 0.308982169883,
- 0.1312701920435,
- 2.37370549629,
- 3.58927792424,
- 1.0,
- 2.37370549629,
- 0.991205724152,
- 1.05178802919,
- 0.627264168628,
- 0.4,
- 0.1312701920435,
- 0.676303603859,
- 0.498250875965,
- 0.991205724152,
- 0.5,
- 0.3831134973,
- 0.349686450518,
- 0.627264168628,
- 0.308982169883,
- 0.3831134973,
- 0.36198671102,
- 1.05178802919,
- 0.3831134973,
- 0.12,
- };
- return &csf8x8[0];
-}
-
-std::array<double, 21> MakeHighFreqColorDiffDx() {
- std::array<double, 21> lut;
- static const double off = 11.38708334481672;
- static const double inc = 14.550189611520716;
- lut[1] = off;
- for (int i = 2; i < 21; ++i) {
- lut[i] = lut[i - 1] + inc;
+ float scale_no_border = 1.0f / weight_no_border;
+ const int border1 = in.xsize() <= offset ? in.xsize() : offset;
+ const int border2 = in.xsize() - offset;
+ std::vector<float> scaled_kernel = kernel;
+ for (int i = 0; i < scaled_kernel.size(); ++i) {
+ scaled_kernel[i] *= scale_no_border;
}
- return lut;
-}
-
-const double *GetHighFreqColorDiffDx() {
- static const std::array<double, 21> kLut = MakeHighFreqColorDiffDx();
- return kLut.data();
-}
-
-std::array<double, 21> MakeHighFreqColorDiffDy() {
- std::array<double, 21> lut;
- static const double off = 1.4103373714040413;
- static const double inc = 0.7084088867024;
- lut[1] = off;
- for (int i = 2; i < 21; ++i) {
- lut[i] = lut[i - 1] + inc;
+ // left border
+ for (int x = 0; x < border1; ++x) {
+ ConvolveBorderColumn(in, kernel, weight_no_border, border_ratio, x,
+ out.Row(x));
}
- return lut;
-}
-
-const double *GetHighFreqColorDiffDy() {
- static const std::array<double, 21> kLut = MakeHighFreqColorDiffDy();
- return kLut.data();
-}
-
-std::array<double, 21> MakeLowFreqColorDiffDy() {
- std::array<double, 21> lut;
- static const double inc = 5.2511644570349185;
- for (int i = 1; i < 21; ++i) {
- lut[i] = lut[i - 1] + inc;
+ // middle
+ for (size_t y = 0; y < in.ysize(); ++y) {
+ const float* const BUTTERAUGLI_RESTRICT row_in = in.Row(y);
+ for (int x = border1; x < border2; ++x) {
+ const int d = x - offset;
+ float* const BUTTERAUGLI_RESTRICT row_out = out.Row(x);
+ float sum = 0.0f;
+ for (int j = 0; j < len; ++j) {
+ sum += row_in[d + j] * scaled_kernel[j];
+ }
+ row_out[y] = sum;
+ }
}
- return lut;
+ // right border
+ for (int x = border2; x < in.xsize(); ++x) {
+ ConvolveBorderColumn(in, kernel, weight_no_border, border_ratio, x,
+ out.Row(x));
+ }
+ return out;
}
-const double *GetLowFreqColorDiffDy() {
- static const std::array<double, 21> kLut = MakeLowFreqColorDiffDy();
- return kLut.data();
-}
-
-inline double Interpolate(const double *array, int size, double sx) {
- double ix = fabs(sx);
- assert(ix < 10000);
- int baseix = static_cast<int>(ix);
- double res;
- if (baseix >= size - 1) {
- res = array[size - 1];
- } else {
- double mix = ix - baseix;
- int nextix = baseix + 1;
- res = array[baseix] + mix * (array[nextix] - array[baseix]);
- }
- if (sx < 0) res = -res;
- return res;
+// A blur somewhat similar to a 2D Gaussian blur.
+// See: https://en.wikipedia.org/wiki/Gaussian_blur
+ImageF Blur(const ImageF& in, float sigma, float border_ratio) {
+ std::vector<float> kernel = ComputeKernel(sigma);
+ return Convolution(Convolution(in, kernel, border_ratio),
+ kernel, border_ratio);
}
+// Clamping linear interpolator.
inline double InterpolateClampNegative(const double *array,
- int size, double sx) {
- if (sx < 0) {
- sx = 0;
+ int size, double ix) {
+ if (ix < 0) {
+ ix = 0;
}
- double ix = fabs(sx);
int baseix = static_cast<int>(ix);
double res;
if (baseix >= size - 1) {
@@ -329,892 +254,1368 @@ inline double InterpolateClampNegative(const double *array,
return res;
}
-void RgbToXyb(double r, double g, double b,
- double *valx, double *valy, double *valz) {
- static const double a0 = 1.01611726948;
- static const double a1 = 0.982482243696;
- static const double a2 = 1.43571362627;
- static const double a3 = 0.896039849412;
- *valx = a0 * r - a1 * g;
- *valy = a2 * r + a3 * g;
- *valz = b;
-}
-
-static inline void XybToVals(double x, double y, double z,
- double *valx, double *valy, double *valz) {
- static const double xmul = 0.758304045695;
- static const double ymul = 2.28148649801;
- static const double zmul = 1.87816926918;
- *valx = Interpolate(GetHighFreqColorDiffDx(), 21, x * xmul);
- *valy = Interpolate(GetHighFreqColorDiffDy(), 21, y * ymul);
- *valz = zmul * z;
+double GammaMinArg() {
+ double out0, out1, out2;
+ OpsinAbsorbance(0.0, 0.0, 0.0, &out0, &out1, &out2);
+ return std::min(out0, std::min(out1, out2));
}
-// Rough psychovisual distance to gray for low frequency colors.
-static void XybLowFreqToVals(double x, double y, double z,
- double *valx, double *valy, double *valz) {
- static const double xmul = 6.64482198135;
- static const double ymul = 0.837846224276;
- static const double zmul = 7.34905756986;
- static const double y_to_z_mul = 0.0812519812628;
- z += y_to_z_mul * y;
- *valz = z * zmul;
- *valx = x * xmul;
- *valy = Interpolate(GetLowFreqColorDiffDy(), 21, y * ymul);
+double GammaMaxArg() {
+ double out0, out1, out2;
+ OpsinAbsorbance(255.0, 255.0, 255.0, &out0, &out1, &out2);
+ return std::max(out0, std::max(out1, out2));
}
-double RemoveRangeAroundZero(double v, double range) {
- if (v >= -range && v < range) {
- return 0;
+double SimpleGamma(double v) {
+ static const double kGamma = 0.372322653176;
+ static const double limit = 37.8000499603;
+ double bright = v - limit;
+ if (bright >= 0) {
+ static const double mul = 0.0950819040934;
+ v -= bright * mul;
}
- if (v < 0) {
- return v + range;
- } else {
- return v - range;
+ {
+ static const double limit2 = 74.6154406429;
+ double bright2 = v - limit2;
+ if (bright2 >= 0) {
+ static const double mul = 0.01;
+ v -= bright2 * mul;
+ }
}
-}
-
-void XybDiffLowFreqSquaredAccumulate(double r0, double g0, double b0,
- double r1, double g1, double b1,
- double factor, double res[3]) {
- double valx0, valy0, valz0;
- double valx1, valy1, valz1;
- XybLowFreqToVals(r0, g0, b0, &valx0, &valy0, &valz0);
- if (r1 == 0.0 && g1 == 0.0 && b1 == 0.0) {
- PROFILER_ZONE("XybDiff r1=g1=b1=0");
- res[0] += factor * valx0 * valx0;
- res[1] += factor * valy0 * valy0;
- res[2] += factor * valz0 * valz0;
- return;
+ {
+ static const double limit2 = 82.8505938033;
+ double bright2 = v - limit2;
+ if (bright2 >= 0) {
+ static const double mul = 0.0316722592629;
+ v -= bright2 * mul;
+ }
}
- XybLowFreqToVals(r1, g1, b1, &valx1, &valy1, &valz1);
- // Approximate the distance of the colors by their respective distances
- // to gray.
- double valx = valx0 - valx1;
- double valy = valy0 - valy1;
- double valz = valz0 - valz1;
- res[0] += factor * valx * valx;
- res[1] += factor * valy * valy;
- res[2] += factor * valz * valz;
-}
-
-struct Complex {
- public:
- double real;
- double imag;
-};
-
-inline double abssq(const Complex& c) {
- return c.real * c.real + c.imag * c.imag;
-}
-
-static void TransposeBlock(Complex data[kBlockSize]) {
- for (int i = 0; i < kBlockEdge; i++) {
- for (int j = 0; j < i; j++) {
- std::swap(data[kBlockEdge * i + j], data[kBlockEdge * j + i]);
+ {
+ static const double limit2 = 92.8505938033;
+ double bright2 = v - limit2;
+ if (bright2 >= 0) {
+ static const double mul = 0.221249885752;
+ v -= bright2 * mul;
}
}
+ {
+ static const double limit2 = 102.8505938033;
+ double bright2 = v - limit2;
+ if (bright2 >= 0) {
+ static const double mul = 0.0402547853939;
+ v -= bright2 * mul;
+ }
+ }
+ {
+ static const double limit2 = 112.8505938033;
+ double bright2 = v - limit2;
+ if (bright2 >= 0) {
+ static const double mul = 0.021471798711500003;
+ v -= bright2 * mul;
+ }
+ }
+ static const double offset = 0.106544447664;
+ static const double scale = 10.7950943969;
+ double retval = scale * (offset + pow(v, kGamma));
+ return retval;
}
-// D. J. Bernstein's Fast Fourier Transform algorithm on 4 elements.
-inline void FFT4(Complex* a) {
- double t1, t2, t3, t4, t5, t6, t7, t8;
- t5 = a[2].real;
- t1 = a[0].real - t5;
- t7 = a[3].real;
- t5 += a[0].real;
- t3 = a[1].real - t7;
- t7 += a[1].real;
- t8 = t5 + t7;
- a[0].real = t8;
- t5 -= t7;
- a[1].real = t5;
- t6 = a[2].imag;
- t2 = a[0].imag - t6;
- t6 += a[0].imag;
- t5 = a[3].imag;
- a[2].imag = t2 + t3;
- t2 -= t3;
- a[3].imag = t2;
- t4 = a[1].imag - t5;
- a[3].real = t1 + t4;
- t1 -= t4;
- a[2].real = t1;
- t5 += a[1].imag;
- a[0].imag = t6 + t5;
- t6 -= t5;
- a[1].imag = t6;
-}
-
-static const double kSqrtHalf = 0.70710678118654752440084436210484903;
-
-// D. J. Bernstein's Fast Fourier Transform algorithm on 8 elements.
-void FFT8(Complex* a) {
- double t1, t2, t3, t4, t5, t6, t7, t8;
-
- t7 = a[4].imag;
- t4 = a[0].imag - t7;
- t7 += a[0].imag;
- a[0].imag = t7;
-
- t8 = a[6].real;
- t5 = a[2].real - t8;
- t8 += a[2].real;
- a[2].real = t8;
-
- t7 = a[6].imag;
- a[6].imag = t4 - t5;
- t4 += t5;
- a[4].imag = t4;
-
- t6 = a[2].imag - t7;
- t7 += a[2].imag;
- a[2].imag = t7;
-
- t8 = a[4].real;
- t3 = a[0].real - t8;
- t8 += a[0].real;
- a[0].real = t8;
-
- a[4].real = t3 - t6;
- t3 += t6;
- a[6].real = t3;
-
- t7 = a[5].real;
- t3 = a[1].real - t7;
- t7 += a[1].real;
- a[1].real = t7;
-
- t8 = a[7].imag;
- t6 = a[3].imag - t8;
- t8 += a[3].imag;
- a[3].imag = t8;
- t1 = t3 - t6;
- t3 += t6;
-
- t7 = a[5].imag;
- t4 = a[1].imag - t7;
- t7 += a[1].imag;
- a[1].imag = t7;
-
- t8 = a[7].real;
- t5 = a[3].real - t8;
- t8 += a[3].real;
- a[3].real = t8;
-
- t2 = t4 - t5;
- t4 += t5;
-
- t6 = t1 - t4;
- t8 = kSqrtHalf;
- t6 *= t8;
- a[5].real = a[4].real - t6;
- t1 += t4;
- t1 *= t8;
- a[5].imag = a[4].imag - t1;
- t6 += a[4].real;
- a[4].real = t6;
- t1 += a[4].imag;
- a[4].imag = t1;
-
- t5 = t2 - t3;
- t5 *= t8;
- a[7].imag = a[6].imag - t5;
- t2 += t3;
- t2 *= t8;
- a[7].real = a[6].real - t2;
- t2 += a[6].real;
- a[6].real = t2;
- t5 += a[6].imag;
- a[6].imag = t5;
-
- FFT4(a);
-
- // Reorder to the correct output order.
- // TODO: Modify the above computation so that this is not needed.
- Complex tmp = a[2];
- a[2] = a[3];
- a[3] = a[5];
- a[5] = a[7];
- a[7] = a[4];
- a[4] = a[1];
- a[1] = a[6];
- a[6] = tmp;
-}
-
-// Same as FFT8, but all inputs are real.
-// TODO: Since this does not need to be in-place, maybe there is a
-// faster FFT than this one, which is derived from DJB's in-place complex FFT.
-void RealFFT8(const double* in, Complex* out) {
- double t1, t2, t3, t5, t6, t7, t8;
- t8 = in[6];
- t5 = in[2] - t8;
- t8 += in[2];
- out[2].real = t8;
- out[6].imag = -t5;
- out[4].imag = t5;
- t8 = in[4];
- t3 = in[0] - t8;
- t8 += in[0];
- out[0].real = t8;
- out[4].real = t3;
- out[6].real = t3;
- t7 = in[5];
- t3 = in[1] - t7;
- t7 += in[1];
- out[1].real = t7;
- t8 = in[7];
- t5 = in[3] - t8;
- t8 += in[3];
- out[3].real = t8;
- t2 = -t5;
- t6 = t3 - t5;
- t8 = kSqrtHalf;
- t6 *= t8;
- out[5].real = out[4].real - t6;
- t1 = t3 + t5;
- t1 *= t8;
- out[5].imag = out[4].imag - t1;
- t6 += out[4].real;
- out[4].real = t6;
- t1 += out[4].imag;
- out[4].imag = t1;
- t5 = t2 - t3;
- t5 *= t8;
- out[7].imag = out[6].imag - t5;
- t2 += t3;
- t2 *= t8;
- out[7].real = out[6].real - t2;
- t2 += out[6].real;
- out[6].real = t2;
- t5 += out[6].imag;
- out[6].imag = t5;
- t5 = out[2].real;
- t1 = out[0].real - t5;
- t7 = out[3].real;
- t5 += out[0].real;
- t3 = out[1].real - t7;
- t7 += out[1].real;
- t8 = t5 + t7;
- out[0].real = t8;
- t5 -= t7;
- out[1].real = t5;
- out[2].imag = t3;
- out[3].imag = -t3;
- out[3].real = t1;
- out[2].real = t1;
- out[0].imag = 0;
- out[1].imag = 0;
-
- // Reorder to the correct output order.
- // TODO: Modify the above computation so that this is not needed.
- Complex tmp = out[2];
- out[2] = out[3];
- out[3] = out[5];
- out[5] = out[7];
- out[7] = out[4];
- out[4] = out[1];
- out[1] = out[6];
- out[6] = tmp;
-}
-
-// Fills in block[kBlockEdgeHalf..(kBlockHalf+kBlockEdgeHalf)], and leaves the
-// rest unmodified.
-void ButteraugliFFTSquared(double block[kBlockSize]) {
- double global_mul = 0.000064;
- Complex block_c[kBlockSize];
- assert(kBlockEdge == 8);
- for (int y = 0; y < kBlockEdge; ++y) {
- RealFFT8(block + y * kBlockEdge, block_c + y * kBlockEdge);
- }
- TransposeBlock(block_c);
- double r0[kBlockEdge];
- double r1[kBlockEdge];
- for (int x = 0; x < kBlockEdge; ++x) {
- r0[x] = block_c[x].real;
- r1[x] = block_c[kBlockHalf + x].real;
- }
- RealFFT8(r0, block_c);
- RealFFT8(r1, block_c + kBlockHalf);
- for (int y = 1; y < kBlockEdgeHalf; ++y) {
- FFT8(block_c + y * kBlockEdge);
- }
- for (int i = kBlockEdgeHalf; i < kBlockHalf + kBlockEdgeHalf + 1; ++i) {
- block[i] = abssq(block_c[i]);
- block[i] *= global_mul;
- }
+static inline double Gamma(double v) {
+ //return SimpleGamma(v);
+ return GammaPolynomial(v);
}
-// Computes 8x8 FFT of each channel of xyb0 and xyb1 and adds the total squared
-// 3-dimensional xybdiff of the two blocks to diff_xyb_{dc,ac} and the average
-// diff on the edges to diff_xyb_edge_dc.
-void ButteraugliBlockDiff(double xyb0[3 * kBlockSize],
- double xyb1[3 * kBlockSize],
- double diff_xyb_dc[3],
- double diff_xyb_ac[3],
- double diff_xyb_edge_dc[3]) {
+std::vector<ImageF> OpsinDynamicsImage(const std::vector<ImageF>& rgb) {
PROFILER_FUNC;
- const double *csf8x8 = GetContrastSensitivityMatrix();
-
- double avgdiff_xyb[3] = {0.0};
- double avgdiff_edge[3][4] = { {0.0} };
- for (int i = 0; i < 3 * kBlockSize; ++i) {
- const double diff_xyb = xyb0[i] - xyb1[i];
- const int c = i / kBlockSize;
- avgdiff_xyb[c] += diff_xyb / kBlockSize;
- const int k = i % kBlockSize;
- const int kx = k % kBlockEdge;
- const int ky = k / kBlockEdge;
- const int h_edge_idx = ky == 0 ? 1 : ky == 7 ? 3 : -1;
- const int v_edge_idx = kx == 0 ? 0 : kx == 7 ? 2 : -1;
- if (h_edge_idx >= 0) {
- avgdiff_edge[c][h_edge_idx] += diff_xyb / kBlockEdge;
- }
- if (v_edge_idx >= 0) {
- avgdiff_edge[c][v_edge_idx] += diff_xyb / kBlockEdge;
- }
+ std::vector<ImageF> xyb(3);
+ std::vector<ImageF> blurred(3);
+ const double kSigma = 1.2;
+ for (int i = 0; i < 3; ++i) {
+ xyb[i] = ImageF(rgb[i].xsize(), rgb[i].ysize());
+ blurred[i] = Blur(rgb[i], kSigma, 0.0);
}
- XybDiffLowFreqSquaredAccumulate(avgdiff_xyb[0],
- avgdiff_xyb[1],
- avgdiff_xyb[2],
- 0, 0, 0, csf8x8[0],
- diff_xyb_dc);
- for (int i = 0; i < 4; ++i) {
- XybDiffLowFreqSquaredAccumulate(avgdiff_edge[0][i],
- avgdiff_edge[1][i],
- avgdiff_edge[2][i],
- 0, 0, 0, csf8x8[0],
- diff_xyb_edge_dc);
- }
-
- double* xyb_avg = xyb0;
- double* xyb_halfdiff = xyb1;
- for(int i = 0; i < 3 * kBlockSize; ++i) {
- double avg = (xyb0[i] + xyb1[i])/2;
- double halfdiff = (xyb0[i] - xyb1[i])/2;
- xyb_avg[i] = avg;
- xyb_halfdiff[i] = halfdiff;
- }
- double *y_avg = &xyb_avg[kBlockSize];
- double *x_halfdiff_squared = &xyb_halfdiff[0];
- double *y_halfdiff = &xyb_halfdiff[kBlockSize];
- double *z_halfdiff_squared = &xyb_halfdiff[2 * kBlockSize];
- ButteraugliFFTSquared(y_avg);
- ButteraugliFFTSquared(x_halfdiff_squared);
- ButteraugliFFTSquared(y_halfdiff);
- ButteraugliFFTSquared(z_halfdiff_squared);
-
- static const double xmul = 64.8;
- static const double ymul = 1.753123908348329;
- static const double ymul2 = 1.51983458269;
- static const double zmul = 2.4;
-
- for (size_t i = kBlockEdgeHalf; i < kBlockHalf + kBlockEdgeHalf + 1; ++i) {
- double d = csf8x8[i];
- diff_xyb_ac[0] += d * xmul * x_halfdiff_squared[i];
- diff_xyb_ac[2] += d * zmul * z_halfdiff_squared[i];
-
- y_avg[i] = sqrt(y_avg[i]);
- y_halfdiff[i] = sqrt(y_halfdiff[i]);
- double y0 = y_avg[i] - y_halfdiff[i];
- double y1 = y_avg[i] + y_halfdiff[i];
- // Remove the impact of small absolute values.
- // This improves the behavior with flat noise.
- static const double ylimit = 0.04;
- y0 = RemoveRangeAroundZero(y0, ylimit);
- y1 = RemoveRangeAroundZero(y1, ylimit);
- if (y0 != y1) {
- double valy0 = Interpolate(GetHighFreqColorDiffDy(), 21, y0 * ymul2);
- double valy1 = Interpolate(GetHighFreqColorDiffDy(), 21, y1 * ymul2);
- double valy = ymul * (valy0 - valy1);
- diff_xyb_ac[1] += d * valy * valy;
+ for (size_t y = 0; y < rgb[0].ysize(); ++y) {
+ const float* const BUTTERAUGLI_RESTRICT row_r = rgb[0].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_g = rgb[1].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_b = rgb[2].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_blurred_r = blurred[0].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_blurred_g = blurred[1].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_blurred_b = blurred[2].Row(y);
+ float* const BUTTERAUGLI_RESTRICT row_out_x = xyb[0].Row(y);
+ float* const BUTTERAUGLI_RESTRICT row_out_y = xyb[1].Row(y);
+ float* const BUTTERAUGLI_RESTRICT row_out_b = xyb[2].Row(y);
+ for (size_t x = 0; x < rgb[0].xsize(); ++x) {
+ float sensitivity[3];
+ {
+ // Calculate sensitivity based on the smoothed image gamma derivative.
+ float pre_mixed0, pre_mixed1, pre_mixed2;
+ OpsinAbsorbance(row_blurred_r[x], row_blurred_g[x], row_blurred_b[x],
+ &pre_mixed0, &pre_mixed1, &pre_mixed2);
+ // TODO: use new polynomial to compute Gamma(x)/x derivative.
+ sensitivity[0] = Gamma(pre_mixed0) / pre_mixed0;
+ sensitivity[1] = Gamma(pre_mixed1) / pre_mixed1;
+ sensitivity[2] = Gamma(pre_mixed2) / pre_mixed2;
+ }
+ float cur_mixed0, cur_mixed1, cur_mixed2;
+ OpsinAbsorbance(row_r[x], row_g[x], row_b[x],
+ &cur_mixed0, &cur_mixed1, &cur_mixed2);
+ cur_mixed0 *= sensitivity[0];
+ cur_mixed1 *= sensitivity[1];
+ cur_mixed2 *= sensitivity[2];
+ RgbToXyb(cur_mixed0, cur_mixed1, cur_mixed2,
+ &row_out_x[x], &row_out_y[x], &row_out_b[x]);
}
}
+ return xyb;
+}
+
+// Make area around zero less important (remove it).
+static BUTTERAUGLI_INLINE float RemoveRangeAroundZero(float w, float x) {
+ return x > w ? x - w : x < -w ? x + w : 0.0f;
+}
+
+// Make area around zero more important (2x it until the limit).
+static BUTTERAUGLI_INLINE float AmplifyRangeAroundZero(float w, float x) {
+ return x > w ? x + w : x < -w ? x - w : 2.0f * x;
+}
+
+// XybLowFreqToVals converts from low-frequency XYB space to the 'vals' space.
+// Vals space can be converted to L2-norm space (Euclidean and normalized)
+// through visual masking.
+template <class V>
+BUTTERAUGLI_INLINE void XybLowFreqToVals(const V &x, const V &y, const V &b_arg,
+ V *BUTTERAUGLI_RESTRICT valx,
+ V *BUTTERAUGLI_RESTRICT valy,
+ V *BUTTERAUGLI_RESTRICT valb) {
+ static const double xmuli = 5.57547552483;
+ static const double ymuli = 1.20828034498;
+ static const double bmuli = 6.08319517575;
+ static const double y_to_b_muli = -0.628811683685;
+
+ const V xmul(xmuli);
+ const V ymul(ymuli);
+ const V bmul(bmuli);
+ const V y_to_b_mul(y_to_b_muli);
+ const V b = b_arg + y_to_b_mul * y;
+ *valb = b * bmul;
+ *valx = x * xmul;
+ *valy = y * ymul;
}
-// Low frequency edge detectors.
-// Two edge detectors are applied in each corner of the 8x8 square.
-// The squared 3-dimensional error vector is added to diff_xyb.
-void Butteraugli8x8CornerEdgeDetectorDiff(
- const size_t pos_x,
- const size_t pos_y,
- const size_t xsize,
- const size_t ysize,
- const std::vector<std::vector<float> > &blurred0,
- const std::vector<std::vector<float> > &blurred1,
- double diff_xyb[3]) {
+static ImageF SuppressInBrightAreas(size_t xsize, size_t ysize,
+ double mul, double mul2, double reg,
+ const ImageF& hf,
+ const ImageF& brightness) {
PROFILER_FUNC;
- int local_count = 0;
- double local_xyb[3] = { 0 };
- static const double w = 0.711100840192;
- for (int k = 0; k < 4; ++k) {
- size_t step = 3;
- size_t offset[4][2] = { { 0, 0 }, { 0, 7 }, { 7, 0 }, { 7, 7 } };
- size_t x = pos_x + offset[k][0];
- size_t y = pos_y + offset[k][1];
- if (x >= step && x + step < xsize) {
- size_t ix = y * xsize + (x - step);
- size_t ix2 = ix + 2 * step;
- XybDiffLowFreqSquaredAccumulate(
- w * (blurred0[0][ix] - blurred0[0][ix2]),
- w * (blurred0[1][ix] - blurred0[1][ix2]),
- w * (blurred0[2][ix] - blurred0[2][ix2]),
- w * (blurred1[0][ix] - blurred1[0][ix2]),
- w * (blurred1[1][ix] - blurred1[1][ix2]),
- w * (blurred1[2][ix] - blurred1[2][ix2]),
- 1.0, local_xyb);
- ++local_count;
- }
- if (y >= step && y + step < ysize) {
- size_t ix = (y - step) * xsize + x;
- size_t ix2 = ix + 2 * step * xsize;
- XybDiffLowFreqSquaredAccumulate(
- w * (blurred0[0][ix] - blurred0[0][ix2]),
- w * (blurred0[1][ix] - blurred0[1][ix2]),
- w * (blurred0[2][ix] - blurred0[2][ix2]),
- w * (blurred1[0][ix] - blurred1[0][ix2]),
- w * (blurred1[1][ix] - blurred1[1][ix2]),
- w * (blurred1[2][ix] - blurred1[2][ix2]),
- 1.0, local_xyb);
- ++local_count;
+ ImageF inew(xsize, ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ const float* const rowhf = hf.Row(y);
+ const float* const rowbr = brightness.Row(y);
+ float* const rownew = inew.Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ float v = rowhf[x];
+ float scaler = mul * reg / (reg + rowbr[x]);
+ rownew[x] = scaler * v;
}
}
- static const double weight = 0.01617112696;
- const double mul = weight * 8.0 / local_count;
- for (int i = 0; i < 3; ++i) {
- diff_xyb[i] += mul * local_xyb[i];
- }
+ return inew;
}
-// https://en.wikipedia.org/wiki/Photopsin absordance modeling.
-const double *GetOpsinAbsorbance() {
- static const double kMix[12] = {
- 0.348036746003,
- 0.577814843137,
- 0.0544556093735,
- 0.774145581713,
- 0.26922717275,
- 0.767247733938,
- 0.0366922708552,
- 0.920130265014,
- 0.0882062883536,
- 0.158581714673,
- 0.712857943858,
- 10.6524069248,
- };
- return &kMix[0];
+
+static float SuppressHfInBrightAreas(float hf, float brightness,
+ float mul, float reg) {
+ float scaler = mul * reg / (reg + brightness);
+ return scaler * hf;
}
-void OpsinAbsorbance(const double in[3], double out[3]) {
- const double *mix = GetOpsinAbsorbance();
- out[0] = mix[0] * in[0] + mix[1] * in[1] + mix[2] * in[2] + mix[3];
- out[1] = mix[4] * in[0] + mix[5] * in[1] + mix[6] * in[2] + mix[7];
- out[2] = mix[8] * in[0] + mix[9] * in[1] + mix[10] * in[2] + mix[11];
+static float SuppressUhfInBrightAreas(float hf, float brightness,
+ float mul, float reg) {
+ float scaler = mul * reg / (reg + brightness);
+ return scaler * hf;
}
-double GammaMinArg() {
- double in[3] = { 0.0, 0.0, 0.0 };
- double out[3];
- OpsinAbsorbance(in, out);
- return std::min(out[0], std::min(out[1], out[2]));
+static float MaximumClamp(float v, float maxval) {
+ static const double kMul = 0.688059627878;
+ if (v >= maxval) {
+ v -= maxval;
+ v *= kMul;
+ v += maxval;
+ } else if (v < -maxval) {
+ v += maxval;
+ v *= kMul;
+ v -= maxval;
+ }
+ return v;
}
-double GammaMaxArg() {
- double in[3] = { 255.0, 255.0, 255.0 };
- double out[3];
- OpsinAbsorbance(in, out);
- return std::max(out[0], std::max(out[1], out[2]));
+static ImageF MaximumClamping(size_t xsize, size_t ysize, const ImageF& ix,
+ double yw) {
+ static const double kMul = 0.688059627878;
+ ImageF inew(xsize, ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ const float* const rowx = ix.Row(y);
+ float* const rownew = inew.Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ double v = rowx[x];
+ if (v >= yw) {
+ v -= yw;
+ v *= kMul;
+ v += yw;
+ } else if (v < -yw) {
+ v += yw;
+ v *= kMul;
+ v -= yw;
+ }
+ rownew[x] = v;
+ }
+ }
+ return inew;
}
-ButteraugliComparator::ButteraugliComparator(
- size_t xsize, size_t ysize, int step)
- : xsize_(xsize),
- ysize_(ysize),
- num_pixels_(xsize * ysize),
- step_(step),
- res_xsize_((xsize + step - 1) / step),
- res_ysize_((ysize + step - 1) / step) {
- assert(step <= 4);
+static ImageF SuppressXByY(size_t xsize, size_t ysize,
+ const ImageF& ix, const ImageF& iy,
+ const double yw) {
+ static const double s = 0.745954517135;
+ ImageF inew(xsize, ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ const float* const rowx = ix.Row(y);
+ const float* const rowy = iy.Row(y);
+ float* const rownew = inew.Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ const double xval = rowx[x];
+ const double yval = rowy[x];
+ const double scaler = s + (yw * (1.0 - s)) / (yw + yval * yval);
+ rownew[x] = scaler * xval;
+ }
+ }
+ return inew;
}
-void MaskHighIntensityChange(
+static void SeparateFrequencies(
size_t xsize, size_t ysize,
- const std::vector<std::vector<float> > &c0,
- const std::vector<std::vector<float> > &c1,
- std::vector<std::vector<float> > &xyb0,
- std::vector<std::vector<float> > &xyb1) {
+ const std::vector<ImageF>& xyb,
+ PsychoImage &ps) {
PROFILER_FUNC;
- for (int y = 0; y < ysize; ++y) {
- for (int x = 0; x < xsize; ++x) {
- int ix = y * xsize + x;
- const double ave[3] = {
- (c0[0][ix] + c1[0][ix]) * 0.5,
- (c0[1][ix] + c1[1][ix]) * 0.5,
- (c0[2][ix] + c1[2][ix]) * 0.5,
- };
- double sqr_max_diff = -1;
- {
- int offset[4] =
- { -1, 1, -static_cast<int>(xsize), static_cast<int>(xsize) };
- int border[4] =
- { x == 0, x + 1 == xsize, y == 0, y + 1 == ysize };
- for (int dir = 0; dir < 4; ++dir) {
- if (border[dir]) {
- continue;
- }
- const int ix2 = ix + offset[dir];
- double diff = 0.5 * (c0[1][ix2] + c1[1][ix2]) - ave[1];
- diff *= diff;
- if (sqr_max_diff < diff) {
- sqr_max_diff = diff;
- }
+ ps.lf.resize(3); // XYB
+ ps.mf.resize(3); // XYB
+ ps.hf.resize(2); // XY
+ ps.uhf.resize(2); // XY
+ // Extract lf ...
+ static const double kSigmaLf = 7.46953768697;
+ static const double kSigmaHf = 3.734768843485;
+ static const double kSigmaUhf = 1.8673844217425;
+ // At borders we move some more of the energy to the high frequency
+ // parts, because there can be unfortunate continuations in tiling
+ // background color etc. So we want to represent the borders with
+ // some more accuracy.
+ static double border_lf = -0.00457628248637;
+ static double border_mf = -0.271277366628;
+ static double border_hf = 0.147068973249;
+ for (int i = 0; i < 3; ++i) {
+ ps.lf[i] = Blur(xyb[i], kSigmaLf, border_lf);
+ // ... and keep everything else in mf.
+ ps.mf[i] = ImageF(xsize, ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ for (size_t x = 0; x < xsize; ++x) {
+ ps.mf[i].Row(y)[x] = xyb[i].Row(y)[x] - ps.lf[i].Row(y)[x];
+ }
+ }
+ if (i == 2) {
+ ps.mf[i] = Blur(ps.mf[i], kSigmaHf, border_mf);
+ break;
+ }
+ // Divide mf into mf and hf.
+ ps.hf[i] = ImageF(xsize, ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ float* BUTTERAUGLI_RESTRICT const row_mf = ps.mf[i].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_hf = ps.hf[i].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ row_hf[x] = row_mf[x];
+ }
+ }
+ ps.mf[i] = Blur(ps.mf[i], kSigmaHf, border_mf);
+ static const double w0 = 0.120079806822;
+ static const double w1 = 0.03430529365;
+ if (i == 0) {
+ for (size_t y = 0; y < ysize; ++y) {
+ float* BUTTERAUGLI_RESTRICT const row_mf = ps.mf[0].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_hf = ps.hf[0].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ row_hf[x] -= row_mf[x];
+ row_mf[x] = RemoveRangeAroundZero(w0, row_mf[x]);
}
}
- static const double kReductionX = 275.19165240059317;
- static const double kReductionY = 18599.41286306991;
- static const double kReductionZ = 410.8995306951065;
- static const double kChromaBalance = 106.95800948271017;
- double chroma_scale = kChromaBalance / (ave[1] + kChromaBalance);
-
- const double mix[3] = {
- chroma_scale * kReductionX / (sqr_max_diff + kReductionX),
- kReductionY / (sqr_max_diff + kReductionY),
- chroma_scale * kReductionZ / (sqr_max_diff + kReductionZ),
- };
- // Interpolate lineraly between the average color and the actual
- // color -- to reduce the importance of this pixel.
- for (int i = 0; i < 3; ++i) {
- xyb0[i][ix] = mix[i] * c0[i][ix] + (1 - mix[i]) * ave[i];
- xyb1[i][ix] = mix[i] * c1[i][ix] + (1 - mix[i]) * ave[i];
+ } else {
+ for (size_t y = 0; y < ysize; ++y) {
+ float* BUTTERAUGLI_RESTRICT const row_mf = ps.mf[1].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_hf = ps.hf[1].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ row_hf[x] -= row_mf[x];
+ row_mf[x] = AmplifyRangeAroundZero(w1, row_mf[x]);
+ }
}
}
}
-}
+ // Suppress red-green by intensity change in the high freq channels.
+ static const double suppress = 2.96534974403;
+ ps.hf[0] = SuppressXByY(xsize, ysize, ps.hf[0], ps.hf[1], suppress);
-double SimpleGamma(double v) {
- static const double kGamma = 0.387494322593;
- static const double limit = 43.01745241042018;
- double bright = v - limit;
- if (bright >= 0) {
- static const double mul = 0.0383723643799;
- v -= bright * mul;
+ for (int i = 0; i < 2; ++i) {
+ // Divide hf into hf and uhf.
+ ps.uhf[i] = ImageF(xsize, ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ float* BUTTERAUGLI_RESTRICT const row_uhf = ps.uhf[i].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_hf = ps.hf[i].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ row_uhf[x] = row_hf[x];
+ }
+ }
+ ps.hf[i] = Blur(ps.hf[i], kSigmaUhf, border_hf);
+ static const double kRemoveHfRange = 0.0287615200377;
+ static const double kMaxclampHf = 78.8223237675;
+ static const double kMaxclampUhf = 5.8907152736;
+ static const float kMulSuppressHf = 1.10684769012;
+ static const float kMulRegHf = 0.478741530298;
+ static const float kRegHf = 2000 * kMulRegHf;
+ static const float kMulSuppressUhf = 1.76905001176;
+ static const float kMulRegUhf = 0.310148420674;
+ static const float kRegUhf = 2000 * kMulRegUhf;
+
+ if (i == 0) {
+ for (size_t y = 0; y < ysize; ++y) {
+ float* BUTTERAUGLI_RESTRICT const row_uhf = ps.uhf[0].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_hf = ps.hf[0].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ row_uhf[x] -= row_hf[x];
+ row_hf[x] = RemoveRangeAroundZero(kRemoveHfRange, row_hf[x]);
+ }
+ }
+ } else {
+ for (size_t y = 0; y < ysize; ++y) {
+ float* BUTTERAUGLI_RESTRICT const row_uhf = ps.uhf[1].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_hf = ps.hf[1].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_lf = ps.lf[1].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ row_uhf[x] -= row_hf[x];
+ row_hf[x] = MaximumClamp(row_hf[x], kMaxclampHf);
+ row_uhf[x] = MaximumClamp(row_uhf[x], kMaxclampUhf);
+ row_uhf[x] = SuppressUhfInBrightAreas(row_uhf[x], row_lf[x],
+ kMulSuppressUhf, kRegUhf);
+ row_hf[x] = SuppressHfInBrightAreas(row_hf[x], row_lf[x],
+ kMulSuppressHf, kRegHf);
+
+ }
+ }
+ }
}
- static const double limit2 = 94.68634353321337;
- double bright2 = v - limit2;
- if (bright2 >= 0) {
- static const double mul = 0.22885405968;
- v -= bright2 * mul;
+ // Modify range around zero code only concerns the high frequency
+ // planes and only the X and Y channels.
+ // Convert low freq xyb to vals space so that we can do a simple squared sum
+ // diff on the low frequencies later.
+ for (size_t y = 0; y < ysize; ++y) {
+ float* BUTTERAUGLI_RESTRICT const row_x = ps.lf[0].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_y = ps.lf[1].Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_b = ps.lf[2].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ float valx, valy, valb;
+ XybLowFreqToVals(row_x[x], row_y[x], row_b[x], &valx, &valy, &valb);
+ row_x[x] = valx;
+ row_y[x] = valy;
+ row_b[x] = valb;
+ }
}
- static const double offset = 0.156775786057;
- static const double scale = 8.898059160493739;
- double retval = scale * (offset + pow(v, kGamma));
- return retval;
}
-static inline double Gamma(double v) {
- // return SimpleGamma(v);
- return GammaPolynomial(v);
+static void SameNoiseLevels(const ImageF& i0, const ImageF& i1,
+ const double kSigma,
+ const double w,
+ const double maxclamp,
+ ImageF* BUTTERAUGLI_RESTRICT diffmap) {
+ ImageF blurred(i0.xsize(), i0.ysize());
+ for (size_t y = 0; y < i0.ysize(); ++y) {
+ const float* BUTTERAUGLI_RESTRICT const row0 = i0.Row(y);
+ const float* BUTTERAUGLI_RESTRICT const row1 = i1.Row(y);
+ float* BUTTERAUGLI_RESTRICT const to = blurred.Row(y);
+ for (size_t x = 0; x < i0.xsize(); ++x) {
+ double v0 = fabs(row0[x]);
+ double v1 = fabs(row1[x]);
+ if (v0 > maxclamp) v0 = maxclamp;
+ if (v1 > maxclamp) v1 = maxclamp;
+ to[x] = v0 - v1;
+ }
+
+ }
+ blurred = Blur(blurred, kSigma, 0.0);
+ for (size_t y = 0; y < i0.ysize(); ++y) {
+ const float* BUTTERAUGLI_RESTRICT const row = blurred.Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_diff = diffmap->Row(y);
+ for (size_t x = 0; x < i0.xsize(); ++x) {
+ double diff = row[x];
+ row_diff[x] += w * diff * diff;
+ }
+ }
}
-void OpsinDynamicsImage(size_t xsize, size_t ysize,
- std::vector<std::vector<float> > &rgb) {
- PROFILER_FUNC;
- std::vector<std::vector<float> > blurred = rgb;
- static const double kSigma = 1.1;
- for (int i = 0; i < 3; ++i) {
- Blur(xsize, ysize, blurred[i].data(), kSigma, 0.0);
- }
- for (int i = 0; i < rgb[0].size(); ++i) {
- double sensitivity[3];
- {
- // Calculate sensitivity[3] based on the smoothed image gamma derivative.
- double pre_rgb[3] = { blurred[0][i], blurred[1][i], blurred[2][i] };
- double pre_mixed[3];
- OpsinAbsorbance(pre_rgb, pre_mixed);
- sensitivity[0] = Gamma(pre_mixed[0]) / pre_mixed[0];
- sensitivity[1] = Gamma(pre_mixed[1]) / pre_mixed[1];
- sensitivity[2] = Gamma(pre_mixed[2]) / pre_mixed[2];
+static void L2Diff(const ImageF& i0, const ImageF& i1, const double w,
+ ImageF* BUTTERAUGLI_RESTRICT diffmap) {
+ if (w == 0) {
+ return;
+ }
+ for (size_t y = 0; y < i0.ysize(); ++y) {
+ const float* BUTTERAUGLI_RESTRICT const row0 = i0.Row(y);
+ const float* BUTTERAUGLI_RESTRICT const row1 = i1.Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_diff = diffmap->Row(y);
+ for (size_t x = 0; x < i0.xsize(); ++x) {
+ double diff = row0[x] - row1[x];
+ row_diff[x] += w * diff * diff;
}
- double cur_rgb[3] = { rgb[0][i], rgb[1][i], rgb[2][i] };
- double cur_mixed[3];
- OpsinAbsorbance(cur_rgb, cur_mixed);
- cur_mixed[0] *= sensitivity[0];
- cur_mixed[1] *= sensitivity[1];
- cur_mixed[2] *= sensitivity[2];
- double x, y, z;
- RgbToXyb(cur_mixed[0], cur_mixed[1], cur_mixed[2], &x, &y, &z);
- rgb[0][i] = x;
- rgb[1][i] = y;
- rgb[2][i] = z;
}
}
-static void ScaleImage(double scale, std::vector<float> *result) {
- PROFILER_FUNC;
- for (size_t i = 0; i < result->size(); ++i) {
- (*result)[i] *= scale;
+// i0 is the original image.
+// i1 is the deformed copy.
+static void L2DiffAsymmetric(const ImageF& i0, const ImageF& i1,
+ double w_0gt1,
+ double w_0lt1,
+ ImageF* BUTTERAUGLI_RESTRICT diffmap) {
+ if (w_0gt1 == 0 && w_0lt1 == 0) {
+ return;
+ }
+ w_0gt1 *= 0.8;
+ w_0lt1 *= 0.8;
+ for (size_t y = 0; y < i0.ysize(); ++y) {
+ const float* BUTTERAUGLI_RESTRICT const row0 = i0.Row(y);
+ const float* BUTTERAUGLI_RESTRICT const row1 = i1.Row(y);
+ float* BUTTERAUGLI_RESTRICT const row_diff = diffmap->Row(y);
+ for (size_t x = 0; x < i0.xsize(); ++x) {
+ // Primary symmetric quadratic objective.
+ double diff = row0[x] - row1[x];
+ row_diff[x] += w_0gt1 * diff * diff;
+
+ // Secondary half-open quadratic objectives.
+ const double fabs0 = fabs(row0[x]);
+ const double too_small = 0.4 * fabs0;
+ const double too_big = 1.0 * fabs0;
+
+ if (row0[x] < 0) {
+ if (row1[x] > -too_small) {
+ double v = row1[x] + too_small;
+ row_diff[x] += w_0lt1 * v * v;
+ } else if (row1[x] < -too_big) {
+ double v = -row1[x] - too_big;
+ row_diff[x] += w_0lt1 * v * v;
+ }
+ } else {
+ if (row1[x] < too_small) {
+ double v = too_small - row1[x];
+ row_diff[x] += w_0lt1 * v * v;
+ } else if (row1[x] > too_big) {
+ double v = row1[x] - too_big;
+ row_diff[x] += w_0lt1 * v * v;
+ }
+ }
+ }
}
}
// Making a cluster of local errors to be more impactful than
// just a single error.
-void CalculateDiffmap(const size_t xsize, const size_t ysize,
- const int step,
- std::vector<float>* diffmap) {
+ImageF CalculateDiffmap(const ImageF& diffmap_in) {
PROFILER_FUNC;
- // Shift the diffmap more correctly above the pixels, from 2.5 pixels to 0.5
- // pixels distance over the original image. The border of 2 pixels on top and
- // left side and 3 pixels on right and bottom side are zeroed, but these
- // values have no meaning, they only exist to keep the result map the same
- // size as the input images.
- int s2 = (8 - step) / 2;
- // Upsample and take square root.
- std::vector<float> diffmap_out(xsize * ysize);
- const size_t res_xsize = (xsize + step - 1) / step;
- for (size_t res_y = 0; res_y + 8 - step < ysize; res_y += step) {
- for (size_t res_x = 0; res_x + 8 - step < xsize; res_x += step) {
- size_t res_ix = (res_y * res_xsize + res_x) / step;
- float orig_val = (*diffmap)[res_ix];
- constexpr float kInitialSlope = 100;
+ // Take square root.
+ ImageF diffmap(diffmap_in.xsize(), diffmap_in.ysize());
+ static const float kInitialSlope = 100.0f;
+ for (size_t y = 0; y < diffmap.ysize(); ++y) {
+ const float* const BUTTERAUGLI_RESTRICT row_in = diffmap_in.Row(y);
+ float* const BUTTERAUGLI_RESTRICT row_out = diffmap.Row(y);
+ for (size_t x = 0; x < diffmap.xsize(); ++x) {
+ const float orig_val = row_in[x];
// TODO(b/29974893): Until that is fixed do not call sqrt on very small
// numbers.
- double val = orig_val < (1.0 / (kInitialSlope * kInitialSlope))
- ? kInitialSlope * orig_val
- : std::sqrt(orig_val);
- for (size_t off_y = 0; off_y < step; ++off_y) {
- for (size_t off_x = 0; off_x < step; ++off_x) {
- diffmap_out[(res_y + off_y + s2) * xsize + res_x + off_x + s2] = val;
- }
- }
+ row_out[x] = (orig_val < (1.0f / (kInitialSlope * kInitialSlope))
+ ? kInitialSlope * orig_val
+ : std::sqrt(orig_val));
}
}
- *diffmap = diffmap_out;
- {
- static const double kSigma = 8.8510880283;
- static const double mul1 = 24.8235314874;
- static const double scale = 1.0 / (1.0 + mul1);
- const int s = 8 - step;
- std::vector<float> blurred((xsize - s) * (ysize - s));
- for (int y = 0; y < ysize - s; ++y) {
- for (int x = 0; x < xsize - s; ++x) {
- blurred[y * (xsize - s) + x] = (*diffmap)[(y + s2) * xsize + x + s2];
- }
- }
- static const double border_ratio = 0.03027655136;
- Blur(xsize - s, ysize - s, blurred.data(), kSigma, border_ratio);
- for (int y = 0; y < ysize - s; ++y) {
- for (int x = 0; x < xsize - s; ++x) {
- (*diffmap)[(y + s2) * xsize + x + s2]
- += mul1 * blurred[y * (xsize - s) + x];
+ return diffmap;
+}
+
+void MaskPsychoImage(const PsychoImage& pi0, const PsychoImage& pi1,
+ const size_t xsize, const size_t ysize,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask_dc) {
+ std::vector<ImageF> mask_xyb0 = CreatePlanes<float>(xsize, ysize, 3);
+ std::vector<ImageF> mask_xyb1 = CreatePlanes<float>(xsize, ysize, 3);
+ static const double muls[4] = {
+ 0,
+ 1.64178305129,
+ 0.831081703362,
+ 3.23680933546,
+ };
+ for (int i = 0; i < 2; ++i) {
+ double a = muls[2 * i];
+ double b = muls[2 * i + 1];
+ for (size_t y = 0; y < ysize; ++y) {
+ const float* const BUTTERAUGLI_RESTRICT row_hf0 = pi0.hf[i].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_hf1 = pi1.hf[i].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_uhf0 = pi0.uhf[i].Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_uhf1 = pi1.uhf[i].Row(y);
+ float* const BUTTERAUGLI_RESTRICT row0 = mask_xyb0[i].Row(y);
+ float* const BUTTERAUGLI_RESTRICT row1 = mask_xyb1[i].Row(y);
+ for (size_t x = 0; x < xsize; ++x) {
+ row0[x] = a * row_uhf0[x] + b * row_hf0[x];
+ row1[x] = a * row_uhf1[x] + b * row_hf1[x];
}
}
- ScaleImage(scale, diffmap);
}
+ Mask(mask_xyb0, mask_xyb1, mask, mask_dc);
}
-void ButteraugliComparator::Diffmap(const std::vector<ImageF> &rgb0_arg,
- const std::vector<ImageF> &rgb1_arg,
- ImageF &result) {
- result = ImageF(xsize_, ysize_);
+ButteraugliComparator::ButteraugliComparator(const std::vector<ImageF>& rgb0,
+ double hf_asymmetry)
+ : xsize_(rgb0[0].xsize()),
+ ysize_(rgb0[0].ysize()),
+ num_pixels_(xsize_ * ysize_),
+ hf_asymmetry_(hf_asymmetry) {
if (xsize_ < 8 || ysize_ < 8) return;
- std::vector<std::vector<float>> rgb0_c = PackedFromPlanes(rgb0_arg);
- std::vector<std::vector<float>> rgb1_c = PackedFromPlanes(rgb1_arg);
- OpsinDynamicsImage(xsize_, ysize_, rgb0_c);
- OpsinDynamicsImage(xsize_, ysize_, rgb1_c);
- std::vector<ImageF> pg0 = PlanesFromPacked(xsize_, ysize_, rgb0_c);
- std::vector<ImageF> pg1 = PlanesFromPacked(xsize_, ysize_, rgb1_c);
- DiffmapOpsinDynamicsImage(pg0, pg1, result);
+ std::vector<ImageF> xyb0 = OpsinDynamicsImage(rgb0);
+ SeparateFrequencies(xsize_, ysize_, xyb0, pi0_);
}
-void ButteraugliComparator::DiffmapOpsinDynamicsImage(
- const std::vector<ImageF> &xyb0_arg, const std::vector<ImageF> &xyb1_arg,
- ImageF &result) {
- result = ImageF(xsize_, ysize_);
+void ButteraugliComparator::Mask(
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask_dc) const {
+ MaskPsychoImage(pi0_, pi0_, xsize_, ysize_, mask, mask_dc);
+}
+
+void ButteraugliComparator::Diffmap(const std::vector<ImageF>& rgb1,
+ ImageF &result) const {
+ PROFILER_FUNC;
if (xsize_ < 8 || ysize_ < 8) return;
- std::vector<std::vector<float>> xyb0 = PackedFromPlanes(xyb0_arg);
- std::vector<std::vector<float>> xyb1 = PackedFromPlanes(xyb1_arg);
- auto xyb0_c = xyb0;
- auto xyb1_c = xyb1;
-
- MaskHighIntensityChange(xsize_, ysize_, xyb0_c, xyb1_c, xyb0, xyb1);
- assert(8 <= xsize_);
- for (int i = 0; i < 3; i++) {
- assert(xyb0[i].size() == num_pixels_);
- assert(xyb1[i].size() == num_pixels_);
- }
- std::vector<std::vector<float> > mask_xyb(3);
- std::vector<std::vector<float> > mask_xyb_dc(3);
- std::vector<float> block_diff_dc(3 * res_xsize_ * res_ysize_);
- std::vector<float> block_diff_ac(3 * res_xsize_ * res_ysize_);
- std::vector<float> edge_detector_map(3 * res_xsize_ * res_ysize_);
- std::vector<float> packed_result;
- BlockDiffMap(xyb0, xyb1, &block_diff_dc, &block_diff_ac);
- EdgeDetectorMap(xyb0, xyb1, &edge_detector_map);
- EdgeDetectorLowFreq(xyb0, xyb1, &block_diff_ac);
- Mask(xyb0, xyb1, xsize_, ysize_, &mask_xyb, &mask_xyb_dc);
- CombineChannels(mask_xyb, mask_xyb_dc, block_diff_dc, block_diff_ac,
- edge_detector_map, &packed_result);
- CalculateDiffmap(xsize_, ysize_, step_, &packed_result);
- CopyFromPacked(packed_result, &result);
+ DiffmapOpsinDynamicsImage(OpsinDynamicsImage(rgb1), result);
}
-void ButteraugliComparator::BlockDiffMap(
- const std::vector<std::vector<float> > &xyb0,
- const std::vector<std::vector<float> > &xyb1,
- std::vector<float>* block_diff_dc,
- std::vector<float>* block_diff_ac) {
+void ButteraugliComparator::DiffmapOpsinDynamicsImage(
+ const std::vector<ImageF>& xyb1,
+ ImageF &result) const {
PROFILER_FUNC;
- for (size_t res_y = 0; res_y + (kBlockEdge - step_ - 1) < ysize_;
- res_y += step_) {
- for (size_t res_x = 0; res_x + (kBlockEdge - step_ - 1) < xsize_;
- res_x += step_) {
- size_t res_ix = (res_y * res_xsize_ + res_x) / step_;
- size_t offset = (std::min(res_y, ysize_ - 8) * xsize_ +
- std::min(res_x, xsize_ - 8));
- double block0[3 * kBlockEdge * kBlockEdge];
- double block1[3 * kBlockEdge * kBlockEdge];
- for (int i = 0; i < 3; ++i) {
- double *m0 = &block0[i * kBlockEdge * kBlockEdge];
- double *m1 = &block1[i * kBlockEdge * kBlockEdge];
- for (size_t y = 0; y < kBlockEdge; y++) {
- for (size_t x = 0; x < kBlockEdge; x++) {
- m0[kBlockEdge * y + x] = xyb0[i][offset + y * xsize_ + x];
- m1[kBlockEdge * y + x] = xyb1[i][offset + y * xsize_ + x];
- }
- }
- }
- double diff_xyb_dc[3] = { 0.0 };
- double diff_xyb_ac[3] = { 0.0 };
- double diff_xyb_edge_dc[3] = { 0.0 };
- ButteraugliBlockDiff(block0, block1,
- diff_xyb_dc, diff_xyb_ac, diff_xyb_edge_dc);
- for (int i = 0; i < 3; ++i) {
- (*block_diff_dc)[3 * res_ix + i] = diff_xyb_dc[i];
- (*block_diff_ac)[3 * res_ix + i] = diff_xyb_ac[i];
- }
- }
- }
+ if (xsize_ < 8 || ysize_ < 8) return;
+ PsychoImage pi1;
+ SeparateFrequencies(xsize_, ysize_, xyb1, pi1);
+ result = ImageF(xsize_, ysize_);
+ DiffmapPsychoImage(pi1, result);
}
-void ButteraugliComparator::EdgeDetectorMap(
- const std::vector<std::vector<float> > &xyb0,
- const std::vector<std::vector<float> > &xyb1,
- std::vector<float>* edge_detector_map) {
+void ButteraugliComparator::DiffmapPsychoImage(const PsychoImage& pi1,
+ ImageF& result) const {
PROFILER_FUNC;
- static const double kSigma[3] = {
- 1.5,
- 0.586,
- 0.4,
+ if (xsize_ < 8 || ysize_ < 8) {
+ return;
+ }
+ std::vector<ImageF> block_diff_dc(3);
+ std::vector<ImageF> block_diff_ac(3);
+ for (int c = 0; c < 3; ++c) {
+ block_diff_dc[c] = ImageF(xsize_, ysize_, 0.0);
+ block_diff_ac[c] = ImageF(xsize_, ysize_, 0.0);
+ }
+
+ static const double wUhfMalta = 5.1409625726;
+ static const double norm1Uhf = 58.5001247061;
+ MaltaDiffMap(pi0_.uhf[1], pi1.uhf[1],
+ wUhfMalta * hf_asymmetry_,
+ wUhfMalta / hf_asymmetry_,
+ norm1Uhf,
+ &block_diff_ac[1]);
+
+ static const double wUhfMaltaX = 4.91743441556;
+ static const double norm1UhfX = 687196.39002;
+ MaltaDiffMap(pi0_.uhf[0], pi1.uhf[0],
+ wUhfMaltaX * hf_asymmetry_,
+ wUhfMaltaX / hf_asymmetry_,
+ norm1UhfX,
+ &block_diff_ac[0]);
+
+ static const double wHfMalta = 153.671655716;
+ static const double norm1Hf = 83150785.9592;
+ MaltaDiffMapLF(pi0_.hf[1], pi1.hf[1],
+ wHfMalta * sqrt(hf_asymmetry_),
+ wHfMalta / sqrt(hf_asymmetry_),
+ norm1Hf,
+ &block_diff_ac[1]);
+
+ static const double wHfMaltaX = 668.358918152;
+ static const double norm1HfX = 0.882954368025;
+ MaltaDiffMapLF(pi0_.hf[0], pi1.hf[0],
+ wHfMaltaX * sqrt(hf_asymmetry_),
+ wHfMaltaX / sqrt(hf_asymmetry_),
+ norm1HfX,
+ &block_diff_ac[0]);
+
+ static const double wMfMalta = 6841.81248144;
+ static const double norm1Mf = 0.0135134962487;
+ MaltaDiffMapLF(pi0_.mf[1], pi1.mf[1], wMfMalta, wMfMalta, norm1Mf,
+ &block_diff_ac[1]);
+
+ static const double wMfMaltaX = 813.901703816;
+ static const double norm1MfX = 16792.9322251;
+ MaltaDiffMapLF(pi0_.mf[0], pi1.mf[0], wMfMaltaX, wMfMaltaX, norm1MfX,
+ &block_diff_ac[0]);
+
+ static const double wmul[9] = {
+ 0,
+ 32.4449876135,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1.01370836411,
+ 0,
+ 1.74566011615,
};
- std::vector<std::vector<float> > blurred0(xyb0);
- std::vector<std::vector<float> > blurred1(xyb1);
- for (int i = 0; i < 3; i++) {
- Blur(xsize_, ysize_, blurred0[i].data(), kSigma[i], 0.0);
- Blur(xsize_, ysize_, blurred1[i].data(), kSigma[i], 0.0);
- }
- for (size_t res_y = 0; res_y + (8 - step_) < ysize_; res_y += step_) {
- for (size_t res_x = 0; res_x + (8 - step_) < xsize_; res_x += step_) {
- size_t res_ix = (res_y * res_xsize_ + res_x) / step_;
- double diff_xyb[3] = { 0.0 };
- Butteraugli8x8CornerEdgeDetectorDiff(std::min(res_x, xsize_ - 8),
- std::min(res_y, ysize_ - 8),
- xsize_, ysize_,
- blurred0, blurred1,
- diff_xyb);
- for (int i = 0; i < 3; ++i) {
- (*edge_detector_map)[3 * res_ix + i] = diff_xyb[i];
- }
+
+ static const double maxclamp = 85.7047444518;
+ static const double kSigmaHfX = 10.6666499623;
+ static const double w = 884.809801415;
+ SameNoiseLevels(pi0_.hf[1], pi1.hf[1], kSigmaHfX, w, maxclamp,
+ &block_diff_ac[1]);
+
+ for (int c = 0; c < 3; ++c) {
+ if (c < 2) {
+ L2DiffAsymmetric(pi0_.hf[c], pi1.hf[c],
+ wmul[c] * hf_asymmetry_,
+ wmul[c] / hf_asymmetry_,
+ &block_diff_ac[c]);
}
+ L2Diff(pi0_.mf[c], pi1.mf[c], wmul[3 + c], &block_diff_ac[c]);
+ L2Diff(pi0_.lf[c], pi1.lf[c], wmul[6 + c], &block_diff_dc[c]);
}
+
+ std::vector<ImageF> mask_xyb;
+ std::vector<ImageF> mask_xyb_dc;
+ MaskPsychoImage(pi0_, pi1, xsize_, ysize_, &mask_xyb, &mask_xyb_dc);
+
+ result = CalculateDiffmap(
+ CombineChannels(mask_xyb, mask_xyb_dc, block_diff_dc, block_diff_ac));
}
-void ButteraugliComparator::EdgeDetectorLowFreq(
- const std::vector<std::vector<float> > &xyb0,
- const std::vector<std::vector<float> > &xyb1,
- std::vector<float>* block_diff_ac) {
- PROFILER_FUNC;
- static const double kSigma = 14;
- static const double kMul = 10;
- std::vector<std::vector<float> > blurred0(xyb0);
- std::vector<std::vector<float> > blurred1(xyb1);
- for (int i = 0; i < 3; i++) {
- Blur(xsize_, ysize_, blurred0[i].data(), kSigma, 0.0);
- Blur(xsize_, ysize_, blurred1[i].data(), kSigma, 0.0);
- }
- const int step = 8;
- for (int y = 0; y + step < ysize_; y += step_) {
- int resy = y / step_;
- int resx = step / step_;
- for (int x = 0; x + step < xsize_; x += step_, resx++) {
- const int ix = y * xsize_ + x;
- const int res_ix = resy * res_xsize_ + resx;
- double diff[4][3];
- for (int i = 0; i < 3; ++i) {
- int ix2 = ix + 8;
- diff[0][i] =
- ((blurred1[i][ix] - blurred0[i][ix]) +
- (blurred0[i][ix2] - blurred1[i][ix2]));
- ix2 = ix + 8 * xsize_;
- diff[1][i] =
- ((blurred1[i][ix] - blurred0[i][ix]) +
- (blurred0[i][ix2] - blurred1[i][ix2]));
- ix2 = ix + 6 * xsize_ + 6;
- diff[2][i] =
- ((blurred1[i][ix] - blurred0[i][ix]) +
- (blurred0[i][ix2] - blurred1[i][ix2]));
- ix2 = ix + 6 * xsize_ - 6;
- diff[3][i] = x < step ? 0 :
- ((blurred1[i][ix] - blurred0[i][ix]) +
- (blurred0[i][ix2] - blurred1[i][ix2]));
+// Allows PaddedMaltaUnit to call either function via overloading.
+struct MaltaTagLF {};
+struct MaltaTag {};
+
+static float MaltaUnit(MaltaTagLF, const float* BUTTERAUGLI_RESTRICT d,
+ const int xs) {
+ const int xs3 = 3 * xs;
+ float retval = 0;
+ {
+ // x grows, y constant
+ float sum =
+ d[-4] +
+ d[-2] +
+ d[0] +
+ d[2] +
+ d[4];
+ retval += sum * sum;
+ }
+ {
+ // y grows, x constant
+ float sum =
+ d[-xs3 - xs] +
+ d[-xs - xs] +
+ d[0] +
+ d[xs + xs] +
+ d[xs3 + xs];
+ retval += sum * sum;
+ }
+ {
+ // both grow
+ float sum =
+ d[-xs3 - 3] +
+ d[-xs - xs - 2] +
+ d[0] +
+ d[xs + xs + 2] +
+ d[xs3 + 3];
+ retval += sum * sum;
+ }
+ {
+ // y grows, x shrinks
+ float sum =
+ d[-xs3 + 3] +
+ d[-xs - xs + 2] +
+ d[0] +
+ d[xs + xs - 2] +
+ d[xs3 - 3];
+ retval += sum * sum;
+ }
+ {
+ // y grows -4 to 4, x shrinks 1 -> -1
+ float sum =
+ d[-xs3 - xs + 1] +
+ d[-xs - xs + 1] +
+ d[0] +
+ d[xs + xs - 1] +
+ d[xs3 + xs - 1];
+ retval += sum * sum;
+ }
+ {
+ // y grows -4 to 4, x grows -1 -> 1
+ float sum =
+ d[-xs3 - xs - 1] +
+ d[-xs - xs - 1] +
+ d[0] +
+ d[xs + xs + 1] +
+ d[xs3 + xs + 1];
+ retval += sum * sum;
+ }
+ {
+ // x grows -4 to 4, y grows -1 to 1
+ float sum =
+ d[-4 - xs] +
+ d[-2 - xs] +
+ d[0] +
+ d[2 + xs] +
+ d[4 + xs];
+ retval += sum * sum;
+ }
+ {
+ // x grows -4 to 4, y shrinks 1 to -1
+ float sum =
+ d[-4 + xs] +
+ d[-2 + xs] +
+ d[0] +
+ d[2 - xs] +
+ d[4 - xs];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1__*______
+ 2___*_____
+ 3_________
+ 4____0____
+ 5_________
+ 6_____*___
+ 7______*__
+ 8_________ */
+ float sum =
+ d[-xs3 - 2] +
+ d[-xs - xs - 1] +
+ d[0] +
+ d[xs + xs + 1] +
+ d[xs3 + 2];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1______*__
+ 2_____*___
+ 3_________
+ 4____0____
+ 5_________
+ 6___*_____
+ 7__*______
+ 8_________ */
+ float sum =
+ d[-xs3 + 2] +
+ d[-xs - xs + 1] +
+ d[0] +
+ d[xs + xs - 1] +
+ d[xs3 - 2];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2_*_______
+ 3__*______
+ 4____0____
+ 5______*__
+ 6_______*_
+ 7_________
+ 8_________ */
+ float sum =
+ d[-xs - xs - 3] +
+ d[-xs - 2] +
+ d[0] +
+ d[xs + 2] +
+ d[xs + xs + 3];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2_______*_
+ 3______*__
+ 4____0____
+ 5__*______
+ 6_*_______
+ 7_________
+ 8_________ */
+ float sum =
+ d[-xs - xs + 3] +
+ d[-xs + 2] +
+ d[0] +
+ d[xs - 2] +
+ d[xs + xs - 3];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2________*
+ 3______*__
+ 4____0____
+ 5__*______
+ 6*________
+ 7_________
+ 8_________ */
+
+ float sum =
+ d[xs + xs - 4] +
+ d[xs - 2] +
+ d[0] +
+ d[-xs + 2] +
+ d[-xs - xs + 4];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2*________
+ 3__*______
+ 4____0____
+ 5______*__
+ 6________*
+ 7_________
+ 8_________ */
+ float sum =
+ d[-xs - xs - 4] +
+ d[-xs - 2] +
+ d[0] +
+ d[xs + 2] +
+ d[xs + xs + 4];
+ retval += sum * sum;
+ }
+ {
+ /* 0__*______
+ 1_________
+ 2___*_____
+ 3_________
+ 4____0____
+ 5_________
+ 6_____*___
+ 7_________
+ 8______*__ */
+ float sum =
+ d[-xs3 - xs - 2] +
+ d[-xs - xs - 1] +
+ d[0] +
+ d[xs + xs + 1] +
+ d[xs3 + xs + 2];
+ retval += sum * sum;
+ }
+ {
+ /* 0______*__
+ 1_________
+ 2_____*___
+ 3_________
+ 4____0____
+ 5_________
+ 6___*_____
+ 7_________
+ 8__*______ */
+ float sum =
+ d[-xs3 - xs + 2] +
+ d[-xs - xs + 1] +
+ d[0] +
+ d[xs + xs - 1] +
+ d[xs3 + xs - 2];
+ retval += sum * sum;
+ }
+ return retval;
+}
+
+static float MaltaUnit(MaltaTag, const float* BUTTERAUGLI_RESTRICT d,
+ const int xs) {
+ const int xs3 = 3 * xs;
+ float retval = 0;
+ {
+ // x grows, y constant
+ float sum =
+ d[-4] +
+ d[-3] +
+ d[-2] +
+ d[-1] +
+ d[0] +
+ d[1] +
+ d[2] +
+ d[3] +
+ d[4];
+ retval += sum * sum;
+ }
+ {
+ // y grows, x constant
+ float sum =
+ d[-xs3 - xs] +
+ d[-xs3] +
+ d[-xs - xs] +
+ d[-xs] +
+ d[0] +
+ d[xs] +
+ d[xs + xs] +
+ d[xs3] +
+ d[xs3 + xs];
+ retval += sum * sum;
+ }
+ {
+ // both grow
+ float sum =
+ d[-xs3 - 3] +
+ d[-xs - xs - 2] +
+ d[-xs - 1] +
+ d[0] +
+ d[xs + 1] +
+ d[xs + xs + 2] +
+ d[xs3 + 3];
+ retval += sum * sum;
+ }
+ {
+ // y grows, x shrinks
+ float sum =
+ d[-xs3 + 3] +
+ d[-xs - xs + 2] +
+ d[-xs + 1] +
+ d[0] +
+ d[xs - 1] +
+ d[xs + xs - 2] +
+ d[xs3 - 3];
+ retval += sum * sum;
+ }
+ {
+ // y grows -4 to 4, x shrinks 1 -> -1
+ float sum =
+ d[-xs3 - xs + 1] +
+ d[-xs3 + 1] +
+ d[-xs - xs + 1] +
+ d[-xs] +
+ d[0] +
+ d[xs] +
+ d[xs + xs - 1] +
+ d[xs3 - 1] +
+ d[xs3 + xs - 1];
+ retval += sum * sum;
+ }
+ {
+ // y grows -4 to 4, x grows -1 -> 1
+ float sum =
+ d[-xs3 - xs - 1] +
+ d[-xs3 - 1] +
+ d[-xs - xs - 1] +
+ d[-xs] +
+ d[0] +
+ d[xs] +
+ d[xs + xs + 1] +
+ d[xs3 + 1] +
+ d[xs3 + xs + 1];
+ retval += sum * sum;
+ }
+ {
+ // x grows -4 to 4, y grows -1 to 1
+ float sum =
+ d[-4 - xs] +
+ d[-3 - xs] +
+ d[-2 - xs] +
+ d[-1] +
+ d[0] +
+ d[1] +
+ d[2 + xs] +
+ d[3 + xs] +
+ d[4 + xs];
+ retval += sum * sum;
+ }
+ {
+ // x grows -4 to 4, y shrinks 1 to -1
+ float sum =
+ d[-4 + xs] +
+ d[-3 + xs] +
+ d[-2 + xs] +
+ d[-1] +
+ d[0] +
+ d[1] +
+ d[2 - xs] +
+ d[3 - xs] +
+ d[4 - xs];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1__*______
+ 2___*_____
+ 3___*_____
+ 4____0____
+ 5_____*___
+ 6_____*___
+ 7______*__
+ 8_________ */
+ float sum =
+ d[-xs3 - 2] +
+ d[-xs - xs - 1] +
+ d[-xs - 1] +
+ d[0] +
+ d[xs + 1] +
+ d[xs + xs + 1] +
+ d[xs3 + 2];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1______*__
+ 2_____*___
+ 3_____*___
+ 4____0____
+ 5___*_____
+ 6___*_____
+ 7__*______
+ 8_________ */
+ float sum =
+ d[-xs3 + 2] +
+ d[-xs - xs + 1] +
+ d[-xs + 1] +
+ d[0] +
+ d[xs - 1] +
+ d[xs + xs - 1] +
+ d[xs3 - 2];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2_*_______
+ 3__**_____
+ 4____0____
+ 5_____**__
+ 6_______*_
+ 7_________
+ 8_________ */
+ float sum =
+ d[-xs - xs - 3] +
+ d[-xs - 2] +
+ d[-xs - 1] +
+ d[0] +
+ d[xs + 1] +
+ d[xs + 2] +
+ d[xs + xs + 3];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2_______*_
+ 3_____**__
+ 4____0____
+ 5__**_____
+ 6_*_______
+ 7_________
+ 8_________ */
+ float sum =
+ d[-xs - xs + 3] +
+ d[-xs + 2] +
+ d[-xs + 1] +
+ d[0] +
+ d[xs - 1] +
+ d[xs - 2] +
+ d[xs + xs - 3];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2_________
+ 3______**_
+ 4____0*___
+ 5__**_____
+ 6**_______
+ 7_________
+ 8_________ */
+
+ float sum =
+ d[xs + xs - 4] +
+ d[xs + xs - 3] +
+ d[xs - 2] +
+ d[xs - 1] +
+ d[0] +
+ d[1] +
+ d[-xs + 2] +
+ d[-xs + 3];
+ retval += sum * sum;
+ }
+ {
+ /* 0_________
+ 1_________
+ 2**_______
+ 3__**_____
+ 4____0*___
+ 5______**_
+ 6_________
+ 7_________
+ 8_________ */
+ float sum =
+ d[-xs - xs - 4] +
+ d[-xs - xs - 3] +
+ d[-xs - 2] +
+ d[-xs - 1] +
+ d[0] +
+ d[1] +
+ d[xs + 2] +
+ d[xs + 3];
+ retval += sum * sum;
+ }
+ {
+ /* 0__*______
+ 1__*______
+ 2___*_____
+ 3___*_____
+ 4____0____
+ 5____*____
+ 6_____*___
+ 7_____*___
+ 8_________ */
+ float sum =
+ d[-xs3 - xs - 2] +
+ d[-xs3 - 2] +
+ d[-xs - xs - 1] +
+ d[-xs - 1] +
+ d[0] +
+ d[xs] +
+ d[xs + xs + 1] +
+ d[xs3 + 1];
+ retval += sum * sum;
+ }
+ {
+ /* 0______*__
+ 1______*__
+ 2_____*___
+ 3_____*___
+ 4____0____
+ 5____*____
+ 6___*_____
+ 7___*_____
+ 8_________ */
+ float sum =
+ d[-xs3 - xs + 2] +
+ d[-xs3 + 2] +
+ d[-xs - xs + 1] +
+ d[-xs + 1] +
+ d[0] +
+ d[xs] +
+ d[xs + xs - 1] +
+ d[xs3 - 1];
+ retval += sum * sum;
+ }
+ return retval;
+}
+
+// Returns MaltaUnit. "fastMode" avoids bounds-checks when x0 and y0 are known
+// to be far enough from the image borders.
+template <bool fastMode, class Tag>
+static BUTTERAUGLI_INLINE float PaddedMaltaUnit(
+ float* const BUTTERAUGLI_RESTRICT diffs, const size_t x0, const size_t y0,
+ const size_t xsize_, const size_t ysize_) {
+ int ix0 = y0 * xsize_ + x0;
+ const float* BUTTERAUGLI_RESTRICT d = &diffs[ix0];
+ if (fastMode ||
+ (x0 >= 4 && y0 >= 4 && x0 < (xsize_ - 4) && y0 < (ysize_ - 4))) {
+ return MaltaUnit(Tag(), d, xsize_);
+ }
+
+ float borderimage[9 * 9];
+ for (int dy = 0; dy < 9; ++dy) {
+ int y = y0 + dy - 4;
+ if (y < 0 || y >= ysize_) {
+ for (int dx = 0; dx < 9; ++dx) {
+ borderimage[dy * 9 + dx] = 0.0f;
}
- double max_diff_xyb[3] = { 0 };
- for (int k = 0; k < 4; ++k) {
- double diff_xyb[3] = { 0 };
- XybDiffLowFreqSquaredAccumulate(diff[k][0], diff[k][1], diff[k][2],
- 0, 0, 0, 1.0,
- diff_xyb);
- for (int i = 0; i < 3; ++i) {
- max_diff_xyb[i] = std::max<double>(max_diff_xyb[i], diff_xyb[i]);
+ } else {
+ for (int dx = 0; dx < 9; ++dx) {
+ int x = x0 + dx - 4;
+ if (x < 0 || x >= xsize_) {
+ borderimage[dy * 9 + dx] = 0.0f;
+ } else {
+ borderimage[dy * 9 + dx] = diffs[y * xsize_ + x];
}
}
- for (int i = 0; i < 3; ++i) {
- (*block_diff_ac)[3 * res_ix + i] += kMul * max_diff_xyb[i];
+ }
+ }
+ return MaltaUnit(Tag(), &borderimage[4 * 9 + 4], 9);
+}
+
+template <class Tag>
+static void MaltaDiffMapImpl(const ImageF& lum0, const ImageF& lum1,
+ const size_t xsize_, const size_t ysize_,
+ const double w_0gt1,
+ const double w_0lt1,
+ double norm1,
+ const double len, const double mulli,
+ ImageF* block_diff_ac) {
+ const float kWeight0 = 0.5;
+ const float kWeight1 = 0.33;
+
+ const double w_pre0gt1 = mulli * sqrt(kWeight0 * w_0gt1) / (len * 2 + 1);
+ const double w_pre0lt1 = mulli * sqrt(kWeight1 * w_0lt1) / (len * 2 + 1);
+ const float norm2_0gt1 = w_pre0gt1 * norm1;
+ const float norm2_0lt1 = w_pre0lt1 * norm1;
+
+ std::vector<float> diffs(ysize_ * xsize_);
+ for (size_t y = 0, ix = 0; y < ysize_; ++y) {
+ const float* BUTTERAUGLI_RESTRICT const row0 = lum0.Row(y);
+ const float* BUTTERAUGLI_RESTRICT const row1 = lum1.Row(y);
+ for (size_t x = 0; x < xsize_; ++x, ++ix) {
+ const float absval = 0.5 * std::abs(row0[x]) + 0.5 * std::abs(row1[x]);
+ const float diff = row0[x] - row1[x];
+ const float scaler = norm2_0gt1 / (static_cast<float>(norm1) + absval);
+
+ // Primary symmetric quadratic objective.
+ diffs[ix] = scaler * diff;
+
+ const float scaler2 = norm2_0lt1 / (static_cast<float>(norm1) + absval);
+ const double fabs0 = fabs(row0[x]);
+
+ // Secondary half-open quadratic objectives.
+ const double too_small = 0.55 * fabs0;
+ const double too_big = 1.05 * fabs0;
+
+ if (row0[x] < 0) {
+ if (row1[x] > -too_small) {
+ double impact = scaler2 * (row1[x] + too_small);
+ if (diff < 0) {
+ diffs[ix] -= impact;
+ } else {
+ diffs[ix] += impact;
+ }
+ } else if (row1[x] < -too_big) {
+ double impact = scaler2 * (-row1[x] - too_big);
+ if (diff < 0) {
+ diffs[ix] -= impact;
+ } else {
+ diffs[ix] += impact;
+ }
+ }
+ } else {
+ if (row1[x] < too_small) {
+ double impact = scaler2 * (too_small - row1[x]);
+ if (diff < 0) {
+ diffs[ix] -= impact;
+ } else {
+ diffs[ix] += impact;
+ }
+ } else if (row1[x] > too_big) {
+ double impact = scaler2 * (row1[x] - too_big);
+ if (diff < 0) {
+ diffs[ix] -= impact;
+ } else {
+ diffs[ix] += impact;
+ }
+ }
}
}
}
+
+ size_t y0 = 0;
+ // Top
+ for (; y0 < 4; ++y0) {
+ float* const BUTTERAUGLI_RESTRICT row_diff = block_diff_ac->Row(y0);
+ for (size_t x0 = 0; x0 < xsize_; ++x0) {
+ row_diff[x0] +=
+ PaddedMaltaUnit<false, Tag>(&diffs[0], x0, y0, xsize_, ysize_);
+ }
+ }
+
+ // Middle
+ for (; y0 < ysize_ - 4; ++y0) {
+ float* const BUTTERAUGLI_RESTRICT row_diff = block_diff_ac->Row(y0);
+ size_t x0 = 0;
+ for (; x0 < 4; ++x0) {
+ row_diff[x0] +=
+ PaddedMaltaUnit<false, Tag>(&diffs[0], x0, y0, xsize_, ysize_);
+ }
+ for (; x0 < xsize_ - 4; ++x0) {
+ row_diff[x0] +=
+ PaddedMaltaUnit<true, Tag>(&diffs[0], x0, y0, xsize_, ysize_);
+ }
+
+ for (; x0 < xsize_; ++x0) {
+ row_diff[x0] +=
+ PaddedMaltaUnit<false, Tag>(&diffs[0], x0, y0, xsize_, ysize_);
+ }
+ }
+
+ // Bottom
+ for (; y0 < ysize_; ++y0) {
+ float* const BUTTERAUGLI_RESTRICT row_diff = block_diff_ac->Row(y0);
+ for (size_t x0 = 0; x0 < xsize_; ++x0) {
+ row_diff[x0] +=
+ PaddedMaltaUnit<false, Tag>(&diffs[0], x0, y0, xsize_, ysize_);
+ }
+ }
}
-void ButteraugliComparator::CombineChannels(
- const std::vector<std::vector<float> >& mask_xyb,
- const std::vector<std::vector<float> >& mask_xyb_dc,
- const std::vector<float>& block_diff_dc,
- const std::vector<float>& block_diff_ac,
- const std::vector<float>& edge_detector_map,
- std::vector<float>* result) {
+void ButteraugliComparator::MaltaDiffMap(
+ const ImageF& lum0, const ImageF& lum1,
+ const double w_0gt1,
+ const double w_0lt1,
+ const double norm1, ImageF* BUTTERAUGLI_RESTRICT block_diff_ac) const {
+ PROFILER_FUNC;
+ const double len = 3.75;
+ static const double mulli = 0.354191303559;
+ MaltaDiffMapImpl<MaltaTag>(lum0, lum1, xsize_, ysize_, w_0gt1, w_0lt1,
+ norm1, len,
+ mulli, block_diff_ac);
+}
+
+void ButteraugliComparator::MaltaDiffMapLF(
+ const ImageF& lum0, const ImageF& lum1,
+ const double w_0gt1,
+ const double w_0lt1,
+ const double norm1, ImageF* BUTTERAUGLI_RESTRICT block_diff_ac) const {
+ PROFILER_FUNC;
+ const double len = 3.75;
+ static const double mulli = 0.405371989604;
+ MaltaDiffMapImpl<MaltaTagLF>(lum0, lum1, xsize_, ysize_,
+ w_0gt1, w_0lt1,
+ norm1, len,
+ mulli, block_diff_ac);
+}
+
+ImageF ButteraugliComparator::CombineChannels(
+ const std::vector<ImageF>& mask_xyb,
+ const std::vector<ImageF>& mask_xyb_dc,
+ const std::vector<ImageF>& block_diff_dc,
+ const std::vector<ImageF>& block_diff_ac) const {
PROFILER_FUNC;
- result->resize(res_xsize_ * res_ysize_);
- for (size_t res_y = 0; res_y + (8 - step_) < ysize_; res_y += step_) {
- for (size_t res_x = 0; res_x + (8 - step_) < xsize_; res_x += step_) {
- size_t res_ix = (res_y * res_xsize_ + res_x) / step_;
- double mask[3];
- double dc_mask[3];
+ ImageF result(xsize_, ysize_);
+ for (size_t y = 0; y < ysize_; ++y) {
+ float* const BUTTERAUGLI_RESTRICT row_out = result.Row(y);
+ for (size_t x = 0; x < xsize_; ++x) {
+ float mask[3];
+ float dc_mask[3];
+ float diff_dc[3];
+ float diff_ac[3];
for (int i = 0; i < 3; ++i) {
- mask[i] = mask_xyb[i][(res_y + 3) * xsize_ + (res_x + 3)];
- dc_mask[i] = mask_xyb_dc[i][(res_y + 3) * xsize_ + (res_x + 3)];
+ mask[i] = mask_xyb[i].Row(y)[x];
+ dc_mask[i] = mask_xyb_dc[i].Row(y)[x];
+ diff_dc[i] = block_diff_dc[i].Row(y)[x];
+ diff_ac[i] = block_diff_ac[i].Row(y)[x];
}
- (*result)[res_ix] =
- (DotProduct(&block_diff_dc[3 * res_ix], dc_mask) +
- DotProduct(&block_diff_ac[3 * res_ix], mask) +
- DotProduct(&edge_detector_map[3 * res_ix], mask));
+ row_out[x] = (DotProduct(diff_dc, dc_mask) + DotProduct(diff_ac, mask));
}
}
+ return result;
}
double ButteraugliScoreFromDiffmap(const ImageF& diffmap) {
PROFILER_FUNC;
float retval = 0.0f;
for (size_t y = 0; y < diffmap.ysize(); ++y) {
- ConstRestrict<const float *> row = diffmap.Row(y);
+ const float * const BUTTERAUGLI_RESTRICT row = diffmap.Row(y);
for (size_t x = 0; x < diffmap.xsize(); ++x) {
retval = std::max(retval, row[x]);
}
@@ -1222,6 +1623,9 @@ double ButteraugliScoreFromDiffmap(const ImageF& diffmap) {
return retval;
}
+#include <stdio.h>
+
+// ===== Functions used by Mask only =====
static std::array<double, 512> MakeMask(
double extmul, double extoff,
double mul, double offset,
@@ -1229,7 +1633,10 @@ static std::array<double, 512> MakeMask(
std::array<double, 512> lut;
for (int i = 0; i < lut.size(); ++i) {
const double c = mul / ((0.01 * scaler * i) + offset);
- lut[i] = 1.0 + extmul * (c + extoff);
+ lut[i] = kGlobalScale * (1.0 + extmul * (c + extoff));
+ if (lut[i] < 1e-5) {
+ lut[i] = 1e-5;
+ }
assert(lut[i] >= 0.0);
lut[i] *= lut[i];
}
@@ -1237,291 +1644,220 @@ static std::array<double, 512> MakeMask(
}
double MaskX(double delta) {
- PROFILER_FUNC;
- static const double extmul = 0.975741017749;
- static const double extoff = -4.25328244168;
- static const double offset = 0.454909521427;
- static const double scaler = 0.0738288224836;
- static const double mul = 20.8029176447;
+ static const double extmul = 2.59885507073;
+ static const double extoff = 3.08805636789;
+ static const double offset = 0.315424196682;
+ static const double scaler = 16.2770141832;
+ static const double mul = 5.62939030582;
static const std::array<double, 512> lut =
MakeMask(extmul, extoff, mul, offset, scaler);
return InterpolateClampNegative(lut.data(), lut.size(), delta);
}
double MaskY(double delta) {
- PROFILER_FUNC;
- static const double extmul = 0.373995618954;
- static const double extoff = 1.5307267433;
- static const double offset = 0.911952641929;
- static const double scaler = 1.1731667845;
- static const double mul = 16.2447033988;
- static const std::array<double, 512> lut =
- MakeMask(extmul, extoff, mul, offset, scaler);
- return InterpolateClampNegative(lut.data(), lut.size(), delta);
-}
-
-double MaskB(double delta) {
- PROFILER_FUNC;
- static const double extmul = 0.61582234137;
- static const double extoff = -4.25376118646;
- static const double offset = 1.05105070921;
- static const double scaler = 0.47434643535;
- static const double mul = 31.1444967089;
+ static const double extmul = 0.9613705131;
+ static const double extoff = -0.581933100068;
+ static const double offset = 1.00846207765;
+ static const double scaler = 2.2342321176;
+ static const double mul = 6.64307621174;
static const std::array<double, 512> lut =
MakeMask(extmul, extoff, mul, offset, scaler);
return InterpolateClampNegative(lut.data(), lut.size(), delta);
}
double MaskDcX(double delta) {
- PROFILER_FUNC;
- static const double extmul = 1.79116943438;
- static const double extoff = -3.86797479189;
- static const double offset = 0.670960225853;
- static const double scaler = 0.486575865525;
- static const double mul = 20.4563479139;
+ static const double extmul = 10.0470705878;
+ static const double extoff = 3.18472654033;
+ static const double offset = 0.0551512255218;
+ static const double scaler = 70.0;
+ static const double mul = 0.373092999662;
static const std::array<double, 512> lut =
MakeMask(extmul, extoff, mul, offset, scaler);
return InterpolateClampNegative(lut.data(), lut.size(), delta);
}
double MaskDcY(double delta) {
- PROFILER_FUNC;
- static const double extmul = 0.212223514236;
- static const double extoff = -3.65647120524;
- static const double offset = 1.73396799447;
- static const double scaler = 0.170392660501;
- static const double mul = 21.6566724788;
- static const std::array<double, 512> lut =
- MakeMask(extmul, extoff, mul, offset, scaler);
- return InterpolateClampNegative(lut.data(), lut.size(), delta);
-}
-
-double MaskDcB(double delta) {
- PROFILER_FUNC;
- static const double extmul = 0.349376011816;
- static const double extoff = -0.894711072781;
- static const double offset = 0.901647926679;
- static const double scaler = 0.380086095024;
- static const double mul = 18.0373825149;
+ static const double extmul = 0.0115640939227;
+ static const double extoff = 45.9483175519;
+ static const double offset = 0.0142290066313;
+ static const double scaler = 5.0;
+ static const double mul = 2.52611324247;
static const std::array<double, 512> lut =
MakeMask(extmul, extoff, mul, offset, scaler);
return InterpolateClampNegative(lut.data(), lut.size(), delta);
}
-// Replaces values[x + y * xsize] with the minimum of the values in the
-// square_size square with coordinates
-// x - offset .. x + square_size - offset - 1,
-// y - offset .. y + square_size - offset - 1.
-void MinSquareVal(size_t square_size, size_t offset,
- size_t xsize, size_t ysize,
- float *values) {
+ImageF DiffPrecompute(const ImageF& xyb0, const ImageF& xyb1) {
PROFILER_FUNC;
- // offset is not negative and smaller than square_size.
- assert(offset < square_size);
- std::vector<float> tmp(xsize * ysize);
+ const size_t xsize = xyb0.xsize();
+ const size_t ysize = xyb0.ysize();
+ ImageF result(xsize, ysize);
+ size_t x2, y2;
for (size_t y = 0; y < ysize; ++y) {
- const size_t minh = offset > y ? 0 : y - offset;
- const size_t maxh = std::min<size_t>(ysize, y + square_size - offset);
+ if (y + 1 < ysize) {
+ y2 = y + 1;
+ } else if (y > 0) {
+ y2 = y - 1;
+ } else {
+ y2 = y;
+ }
+ const float* const BUTTERAUGLI_RESTRICT row0_in = xyb0.Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row1_in = xyb1.Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row0_in2 = xyb0.Row(y2);
+ const float* const BUTTERAUGLI_RESTRICT row1_in2 = xyb1.Row(y2);
+ float* const BUTTERAUGLI_RESTRICT row_out = result.Row(y);
for (size_t x = 0; x < xsize; ++x) {
- double min = values[x + minh * xsize];
- for (size_t j = minh + 1; j < maxh; ++j) {
- min = fmin(min, values[x + j * xsize]);
+ if (x + 1 < xsize) {
+ x2 = x + 1;
+ } else if (x > 0) {
+ x2 = x - 1;
+ } else {
+ x2 = x;
}
- tmp[x + y * xsize] = min;
- }
- }
- for (size_t x = 0; x < xsize; ++x) {
- const size_t minw = offset > x ? 0 : x - offset;
- const size_t maxw = std::min<size_t>(xsize, x + square_size - offset);
- for (size_t y = 0; y < ysize; ++y) {
- double min = tmp[minw + y * xsize];
- for (size_t j = minw + 1; j < maxw; ++j) {
- min = fmin(min, tmp[j + y * xsize]);
+ double sup0 = (fabs(row0_in[x] - row0_in[x2]) +
+ fabs(row0_in[x] - row0_in2[x]));
+ double sup1 = (fabs(row1_in[x] - row1_in[x2]) +
+ fabs(row1_in[x] - row1_in2[x]));
+ static const double mul0 = 0.918416534734;
+ row_out[x] = mul0 * std::min(sup0, sup1);
+ static const double cutoff = 55.0184555849;
+ if (row_out[x] >= cutoff) {
+ row_out[x] = cutoff;
}
- values[x + y * xsize] = min;
}
}
+ return result;
}
-// ===== Functions used by Mask only =====
-void Average5x5(int xsize, int ysize, std::vector<float>* diffs) {
+void Mask(const std::vector<ImageF>& xyb0,
+ const std::vector<ImageF>& xyb1,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask_dc) {
PROFILER_FUNC;
- if (xsize < 4 || ysize < 4) {
- // TODO: Make this work for small dimensions as well.
- return;
- }
- static const float w = 0.679144890667;
- static const float scale = 1.0 / (5.0 + 4 * w);
- std::vector<float> result = *diffs;
- std::vector<float> tmp0 = *diffs;
- std::vector<float> tmp1 = *diffs;
- ScaleImage(w, &tmp1);
- for (int y = 0; y < ysize; y++) {
- const int row0 = y * xsize;
- result[row0 + 1] += tmp0[row0];
- result[row0 + 0] += tmp0[row0 + 1];
- result[row0 + 2] += tmp0[row0 + 1];
- for (int x = 2; x < xsize - 2; ++x) {
- result[row0 + x - 1] += tmp0[row0 + x];
- result[row0 + x + 1] += tmp0[row0 + x];
- }
- result[row0 + xsize - 3] += tmp0[row0 + xsize - 2];
- result[row0 + xsize - 1] += tmp0[row0 + xsize - 2];
- result[row0 + xsize - 2] += tmp0[row0 + xsize - 1];
- if (y > 0) {
- const int rowd1 = row0 - xsize;
- result[rowd1 + 1] += tmp1[row0];
- result[rowd1 + 0] += tmp0[row0];
- for (int x = 1; x < xsize - 1; ++x) {
- result[rowd1 + x + 1] += tmp1[row0 + x];
- result[rowd1 + x + 0] += tmp0[row0 + x];
- result[rowd1 + x - 1] += tmp1[row0 + x];
- }
- result[rowd1 + xsize - 1] += tmp0[row0 + xsize - 1];
- result[rowd1 + xsize - 2] += tmp1[row0 + xsize - 1];
- }
- if (y + 1 < ysize) {
- const int rowu1 = row0 + xsize;
- result[rowu1 + 1] += tmp1[row0];
- result[rowu1 + 0] += tmp0[row0];
- for (int x = 1; x < xsize - 1; ++x) {
- result[rowu1 + x + 1] += tmp1[row0 + x];
- result[rowu1 + x + 0] += tmp0[row0 + x];
- result[rowu1 + x - 1] += tmp1[row0 + x];
+ const size_t xsize = xyb0[0].xsize();
+ const size_t ysize = xyb0[0].ysize();
+ mask->resize(3);
+ *mask_dc = CreatePlanes<float>(xsize, ysize, 3);
+ double muls[2] = {
+ 0.207017089891,
+ 0.267138152891,
+ };
+ double normalizer = {
+ 1.0 / (muls[0] + muls[1]),
+ };
+ static const double r0 = 2.3770330432;
+ static const double r1 = 9.04353323561;
+ static const double r2 = 9.24456601467;
+ static const double border_ratio = -0.0724948220913;
+
+ {
+ // X component
+ ImageF diff = DiffPrecompute(xyb0[0], xyb1[0]);
+ ImageF blurred = Blur(diff, r2, border_ratio);
+ (*mask)[0] = ImageF(xsize, ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ for (size_t x = 0; x < xsize; ++x) {
+ (*mask)[0].Row(y)[x] = blurred.Row(y)[x];
}
- result[rowu1 + xsize - 1] += tmp0[row0 + xsize - 1];
- result[rowu1 + xsize - 2] += tmp1[row0 + xsize - 1];
}
}
- *diffs = result;
- ScaleImage(scale, diffs);
-}
-
-void DiffPrecompute(
- const std::vector<std::vector<float> > &xyb0,
- const std::vector<std::vector<float> > &xyb1,
- size_t xsize, size_t ysize,
- std::vector<std::vector<float> > *mask) {
- PROFILER_FUNC;
- mask->resize(3, std::vector<float>(xyb0[0].size()));
- double valsh0[3] = { 0.0 };
- double valsv0[3] = { 0.0 };
- double valsh1[3] = { 0.0 };
- double valsv1[3] = { 0.0 };
- int ix2;
- for (size_t y = 0; y < ysize; ++y) {
- for (size_t x = 0; x < xsize; ++x) {
- size_t ix = x + xsize * y;
- if (x + 1 < xsize) {
- ix2 = ix + 1;
- } else {
- ix2 = ix - 1;
- }
- {
- double x0 = (xyb0[0][ix] - xyb0[0][ix2]);
- double y0 = (xyb0[1][ix] - xyb0[1][ix2]);
- double z0 = (xyb0[2][ix] - xyb0[2][ix2]);
- XybToVals(x0, y0, z0, &valsh0[0], &valsh0[1], &valsh0[2]);
- double x1 = (xyb1[0][ix] - xyb1[0][ix2]);
- double y1 = (xyb1[1][ix] - xyb1[1][ix2]);
- double z1 = (xyb1[2][ix] - xyb1[2][ix2]);
- XybToVals(x1, y1, z1, &valsh1[0], &valsh1[1], &valsh1[2]);
- }
- if (y + 1 < ysize) {
- ix2 = ix + xsize;
- } else {
- ix2 = ix - xsize;
- }
- {
- double x0 = (xyb0[0][ix] - xyb0[0][ix2]);
- double y0 = (xyb0[1][ix] - xyb0[1][ix2]);
- double z0 = (xyb0[2][ix] - xyb0[2][ix2]);
- XybToVals(x0, y0, z0, &valsv0[0], &valsv0[1], &valsv0[2]);
- double x1 = (xyb1[0][ix] - xyb1[0][ix2]);
- double y1 = (xyb1[1][ix] - xyb1[1][ix2]);
- double z1 = (xyb1[2][ix] - xyb1[2][ix2]);
- XybToVals(x1, y1, z1, &valsv1[0], &valsv1[1], &valsv1[2]);
- }
- for (int i = 0; i < 3; ++i) {
- double sup0 = fabs(valsh0[i]) + fabs(valsv0[i]);
- double sup1 = fabs(valsh1[i]) + fabs(valsv1[i]);
- double m = std::min(sup0, sup1);
- (*mask)[i][ix] = m;
+ {
+ // Y component
+ (*mask)[1] = ImageF(xsize, ysize);
+ ImageF diff = DiffPrecompute(xyb0[1], xyb1[1]);
+ ImageF blurred1 = Blur(diff, r0, border_ratio);
+ ImageF blurred2 = Blur(diff, r1, border_ratio);
+ for (size_t y = 0; y < ysize; ++y) {
+ for (size_t x = 0; x < xsize; ++x) {
+ const double val = normalizer * (
+ muls[0] * blurred1.Row(y)[x] +
+ muls[1] * blurred2.Row(y)[x]);
+ (*mask)[1].Row(y)[x] = val;
}
}
}
-}
-
-void Mask(const std::vector<std::vector<float> > &xyb0,
- const std::vector<std::vector<float> > &xyb1,
- size_t xsize, size_t ysize,
- std::vector<std::vector<float> > *mask,
- std::vector<std::vector<float> > *mask_dc) {
- PROFILER_FUNC;
- mask->resize(3);
- mask_dc->resize(3);
- for (int i = 0; i < 3; ++i) {
- (*mask)[i].resize(xsize * ysize);
- (*mask_dc)[i].resize(xsize * ysize);
- }
- DiffPrecompute(xyb0, xyb1, xsize, ysize, mask);
- for (int i = 0; i < 3; ++i) {
- Average5x5(xsize, ysize, &(*mask)[i]);
- MinSquareVal(4, 0, xsize, ysize, (*mask)[i].data());
- static const double sigma[3] = {
- 9.65781083553,
- 14.2644604355,
- 4.53358927369,
- };
- Blur(xsize, ysize, (*mask)[i].data(), sigma[i], 0.0);
- }
- static const double w00 = 232.206464018;
- static const double w11 = 22.9455222245;
- static const double w22 = 503.962310606;
+ // B component
+ (*mask)[2] = ImageF(xsize, ysize);
+ static const double mul[2] = {
+ 16.6963293877,
+ 2.1364621982,
+ };
+ static const double w00 = 36.4671237619;
+ static const double w11 = 2.1887170895;
+ static const double w_ytob_hf = std::max<double>(
+ 0.086624184478,
+ 0.0);
+ static const double w_ytob_lf = 21.6804277046;
+ static const double p1_to_p0 = 0.0513061271723;
for (size_t y = 0; y < ysize; ++y) {
for (size_t x = 0; x < xsize; ++x) {
- const size_t idx = y * xsize + x;
- const double s0 = (*mask)[0][idx];
- const double s1 = (*mask)[1][idx];
- const double s2 = (*mask)[2][idx];
- const double p0 = w00 * s0;
- const double p1 = w11 * s1;
- const double p2 = w22 * s2;
-
- (*mask)[0][idx] = MaskX(p0);
- (*mask)[1][idx] = MaskY(p1);
- (*mask)[2][idx] = MaskB(p2);
- (*mask_dc)[0][idx] = MaskDcX(p0);
- (*mask_dc)[1][idx] = MaskDcY(p1);
- (*mask_dc)[2][idx] = MaskDcB(p2);
+ const double s0 = (*mask)[0].Row(y)[x];
+ const double s1 = (*mask)[1].Row(y)[x];
+ const double p1 = mul[1] * w11 * s1;
+ const double p0 = mul[0] * w00 * s0 + p1_to_p0 * p1;
+
+ (*mask)[0].Row(y)[x] = MaskX(p0);
+ (*mask)[1].Row(y)[x] = MaskY(p1);
+ (*mask)[2].Row(y)[x] = w_ytob_hf * MaskY(p1);
+ (*mask_dc)[0].Row(y)[x] = MaskDcX(p0);
+ (*mask_dc)[1].Row(y)[x] = MaskDcY(p1);
+ (*mask_dc)[2].Row(y)[x] = w_ytob_lf * MaskDcY(p1);
}
}
- for (int i = 0; i < 3; ++i) {
- ScaleImage(kGlobalScale * kGlobalScale, &(*mask)[i]);
- ScaleImage(kGlobalScale * kGlobalScale, &(*mask_dc)[i]);
- }
}
void ButteraugliDiffmap(const std::vector<ImageF> &rgb0_image,
const std::vector<ImageF> &rgb1_image,
+ double hf_asymmetry,
ImageF &result_image) {
+ PROFILER_FUNC;
const size_t xsize = rgb0_image[0].xsize();
const size_t ysize = rgb0_image[0].ysize();
- ButteraugliComparator butteraugli(xsize, ysize, 3);
- butteraugli.Diffmap(rgb0_image, rgb1_image, result_image);
+ static const int kMax = 8;
+ if (xsize < kMax || ysize < kMax) {
+ // Butteraugli values for small (where xsize or ysize is smaller
+ // than 8 pixels) images are non-sensical, but most likely it is
+ // less disruptive to try to compute something than just give up.
+ // Temporarily extend the borders of the image to fit 8 x 8 size.
+ int xborder = xsize < kMax ? (kMax - xsize) / 2 : 0;
+ int yborder = ysize < kMax ? (kMax - ysize) / 2 : 0;
+ size_t xscaled = std::max<size_t>(kMax, xsize);
+ size_t yscaled = std::max<size_t>(kMax, ysize);
+ std::vector<ImageF> scaled0 = CreatePlanes<float>(xscaled, yscaled, 3);
+ std::vector<ImageF> scaled1 = CreatePlanes<float>(xscaled, yscaled, 3);
+ for (int i = 0; i < 3; ++i) {
+ for (int y = 0; y < yscaled; ++y) {
+ for (int x = 0; x < xscaled; ++x) {
+ size_t x2 = std::min<size_t>(xsize - 1, std::max(0, x - xborder));
+ size_t y2 = std::min<size_t>(ysize - 1, std::max(0, y - yborder));
+ scaled0[i].Row(y)[x] = rgb0_image[i].Row(y2)[x2];
+ scaled1[i].Row(y)[x] = rgb1_image[i].Row(y2)[x2];
+ }
+ }
+ }
+ ImageF diffmap_scaled;
+ ButteraugliDiffmap(scaled0, scaled1, hf_asymmetry, diffmap_scaled);
+ result_image = ImageF(xsize, ysize);
+ for (int y = 0; y < ysize; ++y) {
+ for (int x = 0; x < xsize; ++x) {
+ result_image.Row(y)[x] = diffmap_scaled.Row(y + yborder)[x + xborder];
+ }
+ }
+ return;
+ }
+ ButteraugliComparator butteraugli(rgb0_image, hf_asymmetry);
+ butteraugli.Diffmap(rgb1_image, result_image);
}
bool ButteraugliInterface(const std::vector<ImageF> &rgb0,
const std::vector<ImageF> &rgb1,
+ float hf_asymmetry,
ImageF &diffmap,
double &diffvalue) {
const size_t xsize = rgb0[0].xsize();
const size_t ysize = rgb0[0].ysize();
if (xsize < 1 || ysize < 1) {
- // Butteraugli values for small (where xsize or ysize is smaller
- // than 8 pixels) images are non-sensical, but most likely it is
- // less disruptive to try to compute something than just give up.
return false; // No image.
}
for (int i = 1; i < 3; i++) {
@@ -1530,16 +1866,7 @@ bool ButteraugliInterface(const std::vector<ImageF> &rgb0,
return false; // Image planes must have same dimensions.
}
}
- if (xsize < 8 || ysize < 8) {
- for (int y = 0; y < ysize; ++y) {
- for (int x = 0; x < xsize; ++x) {
- diffmap.Row(y)[x] = 0;
- }
- }
- diffvalue = 0;
- return true;
- }
- ButteraugliDiffmap(rgb0, rgb1, diffmap);
+ ButteraugliDiffmap(rgb0, rgb1, hf_asymmetry, diffmap);
diffvalue = ButteraugliScoreFromDiffmap(diffmap);
return true;
}
@@ -1551,25 +1878,40 @@ bool ButteraugliAdaptiveQuantization(size_t xsize, size_t ysize,
}
size_t size = xsize * ysize;
- std::vector<std::vector<float> > scale_xyb(3);
- std::vector<std::vector<float> > scale_xyb_dc(3);
- Mask(rgb, rgb, xsize, ysize, &scale_xyb, &scale_xyb_dc);
- quant.resize(size);
+ std::vector<ImageF> rgb_planes = PlanesFromPacked(xsize, ysize, rgb);
+ std::vector<ImageF> scale_xyb;
+ std::vector<ImageF> scale_xyb_dc;
+ Mask(rgb_planes, rgb_planes, &scale_xyb, &scale_xyb_dc);
+ quant.reserve(size);
// Mask gives us values in 3 color channels, but for now we take only
// the intensity channel.
- for (size_t i = 0; i < size; i++) {
- quant[i] = scale_xyb[1][i];
+ for (size_t y = 0; y < ysize; ++y) {
+ for (size_t x = 0; x < xsize; ++x) {
+ quant.push_back(scale_xyb[1].Row(y)[x]);
+ }
}
return true;
}
double ButteraugliFuzzyClass(double score) {
- static const double fuzzy_width_up = 10.287189655;
- static const double fuzzy_width_down = 6.97490803335;
+ static const double fuzzy_width_up = 6.07887388532;
+ static const double fuzzy_width_down = 5.50793514384;
static const double m0 = 2.0;
- double fuzzy_width = score < 1.0 ? fuzzy_width_down : fuzzy_width_up;
- return m0 / (1.0 + exp((score - 1.0) * fuzzy_width));
+ static const double scaler = 0.840253347958;
+ double val;
+ if (score < 1.0) {
+ // val in [scaler .. 2.0]
+ val = m0 / (1.0 + exp((score - 1.0) * fuzzy_width_down));
+ val -= 1.0; // from [1 .. 2] to [0 .. 1]
+ val *= 2.0 - scaler; // from [0 .. 1] to [0 .. 2.0 - scaler]
+ val += scaler; // from [0 .. 2.0 - scaler] to [scaler .. 2.0]
+ } else {
+ // val in [0 .. scaler]
+ val = m0 / (1.0 + exp((score - 1.0) * fuzzy_width_up));
+ val *= scaler;
+ }
+ return val;
}
double ButteraugliFuzzyInverse(double seek) {
@@ -1585,4 +1927,62 @@ double ButteraugliFuzzyInverse(double seek) {
return pos;
}
+namespace {
+
+void ScoreToRgb(double score, double good_threshold, double bad_threshold,
+ uint8_t rgb[3]) {
+ double heatmap[12][3] = {
+ {0, 0, 0},
+ {0, 0, 1},
+ {0, 1, 1},
+ {0, 1, 0}, // Good level
+ {1, 1, 0},
+ {1, 0, 0}, // Bad level
+ {1, 0, 1},
+ {0.5, 0.5, 1.0},
+ {1.0, 0.5, 0.5}, // Pastel colors for the very bad quality range.
+ {1.0, 1.0, 0.5},
+ {
+ 1, 1, 1,
+ },
+ {
+ 1, 1, 1,
+ },
+ };
+ if (score < good_threshold) {
+ score = (score / good_threshold) * 0.3;
+ } else if (score < bad_threshold) {
+ score = 0.3 +
+ (score - good_threshold) / (bad_threshold - good_threshold) * 0.15;
+ } else {
+ score = 0.45 + (score - bad_threshold) / (bad_threshold * 12) * 0.5;
+ }
+ static const int kTableSize = sizeof(heatmap) / sizeof(heatmap[0]);
+ score = std::min<double>(std::max<double>(score * (kTableSize - 1), 0.0),
+ kTableSize - 2);
+ int ix = static_cast<int>(score);
+ double mix = score - ix;
+ for (int i = 0; i < 3; ++i) {
+ double v = mix * heatmap[ix + 1][i] + (1 - mix) * heatmap[ix][i];
+ rgb[i] = static_cast<uint8_t>(255 * pow(v, 0.5) + 0.5);
+ }
+}
+
+} // namespace
+
+void CreateHeatMapImage(const std::vector<float>& distmap,
+ double good_threshold, double bad_threshold,
+ size_t xsize, size_t ysize,
+ std::vector<uint8_t>* heatmap) {
+ heatmap->resize(3 * xsize * ysize);
+ for (size_t y = 0; y < ysize; ++y) {
+ for (size_t x = 0; x < xsize; ++x) {
+ int px = xsize * y + x;
+ double d = distmap[px];
+ uint8_t* rgb = &(*heatmap)[3 * px];
+ ScoreToRgb(d, good_threshold, bad_threshold, rgb);
+ }
+ }
+}
+
} // namespace butteraugli
diff --git a/butteraugli/butteraugli.h b/butteraugli/butteraugli.h
index 31824b8..372a4ba 100755
--- a/butteraugli/butteraugli.h
+++ b/butteraugli/butteraugli.h
@@ -28,15 +28,6 @@
#include <memory>
#include <vector>
-#ifndef PROFILER_ENABLED
-#define PROFILER_ENABLED 0
-#endif
-#if PROFILER_ENABLED
-#else
-#define PROFILER_FUNC
-#define PROFILER_ZONE(name)
-#endif
-
#define BUTTERAUGLI_ENABLE_CHECKS 0
// This is the main interface to butteraugli image similarity
@@ -49,7 +40,6 @@ class Image;
using Image8 = Image<uint8_t>;
using ImageF = Image<float>;
-using ImageD = Image<double>;
// ButteraugliInterface defines the public interface for butteraugli.
//
@@ -85,6 +75,7 @@ using ImageD = Image<double>;
bool ButteraugliInterface(const std::vector<ImageF> &rgb0,
const std::vector<ImageF> &rgb1,
+ float hf_asymmetry,
ImageF &diffmap,
double &diffvalue);
@@ -124,17 +115,30 @@ bool ButteraugliAdaptiveQuantization(size_t xsize, size_t ysize,
#endif
#ifdef _MSC_VER
-#define BUTTERAUGLI_CACHE_ALIGNED_RETURN /* not supported */
+#define BUTTERAUGLI_INLINE __forceinline
#else
-#define BUTTERAUGLI_CACHE_ALIGNED_RETURN __attribute__((assume_aligned(64)))
+#define BUTTERAUGLI_INLINE inline
#endif
-// Alias for unchangeable, non-aliased pointers. T is a pointer type,
-// possibly to a const type. Example: ConstRestrict<uint8_t*> ptr = nullptr.
-// The conventional syntax uint8_t* const RESTRICT is more confusing - it is
-// not immediately obvious that the pointee is non-const.
-template <typename T>
-using ConstRestrict = T const BUTTERAUGLI_RESTRICT;
+#ifdef __clang__
+// Early versions of Clang did not support __builtin_assume_aligned.
+#define BUTTERAUGLI_HAS_ASSUME_ALIGNED __has_builtin(__builtin_assume_aligned)
+#elif defined(__GNUC__)
+#define BUTTERAUGLI_HAS_ASSUME_ALIGNED 1
+#else
+#define BUTTERAUGLI_HAS_ASSUME_ALIGNED 0
+#endif
+
+// Returns a void* pointer which the compiler then assumes is N-byte aligned.
+// Example: float* PIK_RESTRICT aligned = (float*)PIK_ASSUME_ALIGNED(in, 32);
+//
+// The assignment semantics are required by GCC/Clang. ICC provides an in-place
+// __assume_aligned, whereas MSVC's __assume appears unsuitable.
+#if BUTTERAUGLI_HAS_ASSUME_ALIGNED
+#define BUTTERAUGLI_ASSUME_ALIGNED(ptr, align) __builtin_assume_aligned((ptr), (align))
+#else
+#define BUTTERAUGLI_ASSUME_ALIGNED(ptr, align) (ptr)
+#endif // BUTTERAUGLI_HAS_ASSUME_ALIGNED
// Functions that depend on the cache line size.
class CacheAligned {
@@ -143,7 +147,7 @@ class CacheAligned {
static constexpr size_t kCacheLineSize = 64;
// The aligned-return annotation is only allowed on function declarations.
- static void *Allocate(const size_t bytes) BUTTERAUGLI_CACHE_ALIGNED_RETURN;
+ static void *Allocate(const size_t bytes);
static void Free(void *aligned_pointer);
};
@@ -155,7 +159,7 @@ using CacheAlignedUniquePtr = CacheAlignedUniquePtrT<uint8_t>;
template <typename T = uint8_t>
static inline CacheAlignedUniquePtrT<T> Allocate(const size_t entries) {
return CacheAlignedUniquePtrT<T>(
- static_cast<ConstRestrict<T *>>(
+ static_cast<T * const BUTTERAUGLI_RESTRICT>(
CacheAligned::Allocate(entries * sizeof(T))),
CacheAligned::Free);
}
@@ -220,7 +224,21 @@ class Image {
bytes_per_row_(BytesPerRow(xsize)),
bytes_(Allocate(bytes_per_row_ * ysize)) {}
- Image(const size_t xsize, const size_t ysize, ConstRestrict<uint8_t *> bytes,
+ Image(const size_t xsize, const size_t ysize, T val)
+ : xsize_(xsize),
+ ysize_(ysize),
+ bytes_per_row_(BytesPerRow(xsize)),
+ bytes_(Allocate(bytes_per_row_ * ysize)) {
+ for (size_t y = 0; y < ysize_; ++y) {
+ T* const BUTTERAUGLI_RESTRICT row = Row(y);
+ for (int x = 0; x < xsize_; ++x) {
+ row[x] = val;
+ }
+ }
+ }
+
+ Image(const size_t xsize, const size_t ysize,
+ uint8_t * const BUTTERAUGLI_RESTRICT bytes,
const size_t bytes_per_row)
: xsize_(xsize),
ysize_(ysize),
@@ -254,31 +272,34 @@ class Image {
size_t xsize() const { return xsize_; }
size_t ysize() const { return ysize_; }
- ConstRestrict<T *> Row(const size_t y) BUTTERAUGLI_CACHE_ALIGNED_RETURN {
+ T *const BUTTERAUGLI_RESTRICT Row(const size_t y) {
#ifdef BUTTERAUGLI_ENABLE_CHECKS
if (y >= ysize_) {
printf("Row %zu out of bounds (ysize=%zu)\n", y, ysize_);
abort();
}
#endif
- return reinterpret_cast<T *>(bytes_.get() + y * bytes_per_row_);
+ void *row = bytes_.get() + y * bytes_per_row_;
+ return reinterpret_cast<T *>(BUTTERAUGLI_ASSUME_ALIGNED(row, 64));
}
- ConstRestrict<const T *> Row(const size_t y) const
- BUTTERAUGLI_CACHE_ALIGNED_RETURN {
+ const T *const BUTTERAUGLI_RESTRICT Row(const size_t y) const {
#ifdef BUTTERAUGLI_ENABLE_CHECKS
if (y >= ysize_) {
printf("Const row %zu out of bounds (ysize=%zu)\n", y, ysize_);
abort();
}
#endif
- return reinterpret_cast<const T *>(bytes_.get() + y * bytes_per_row_);
+ void *row = bytes_.get() + y * bytes_per_row_;
+ return reinterpret_cast<const T *>(BUTTERAUGLI_ASSUME_ALIGNED(row, 64));
}
// Raw access to byte contents, for interfacing with other libraries.
// Unsigned char instead of char to avoid surprises (sign extension).
- ConstRestrict<uint8_t *> bytes() { return bytes_.get(); }
- ConstRestrict<const uint8_t *> bytes() const { return bytes_.get(); }
+ uint8_t * const BUTTERAUGLI_RESTRICT bytes() { return bytes_.get(); }
+ const uint8_t * const BUTTERAUGLI_RESTRICT bytes() const {
+ return bytes_.get();
+ }
size_t bytes_per_row() const { return bytes_per_row_; }
// Returns number of pixels (some of which are padding) per row. Useful for
@@ -347,8 +368,8 @@ static inline void CopyToPacked(const Image<T> &from, std::vector<T> *to) {
}
#endif
for (size_t y = 0; y < ysize; ++y) {
- ConstRestrict<const float*> row_from = from.Row(y);
- ConstRestrict<float*> row_to = to->data() + y * xsize;
+ const float* const BUTTERAUGLI_RESTRICT row_from = from.Row(y);
+ float* const BUTTERAUGLI_RESTRICT row_to = to->data() + y * xsize;
memcpy(row_to, row_from, xsize * sizeof(T));
}
}
@@ -360,8 +381,9 @@ static inline void CopyFromPacked(const std::vector<T> &from, Image<T> *to) {
const size_t ysize = to->ysize();
assert(from.size() == xsize * ysize);
for (size_t y = 0; y < ysize; ++y) {
- ConstRestrict<const float*> row_from = from.data() + y * xsize;
- ConstRestrict<float*> row_to = to->Row(y);
+ const float* const BUTTERAUGLI_RESTRICT row_from =
+ from.data() + y * xsize;
+ float* const BUTTERAUGLI_RESTRICT row_to = to->Row(y);
memcpy(row_to, row_from, xsize * sizeof(T));
}
}
@@ -393,89 +415,129 @@ static inline std::vector<std::vector<T>> PackedFromPlanes(
return packed;
}
+struct PsychoImage {
+ std::vector<ImageF> uhf;
+ std::vector<ImageF> hf;
+ std::vector<ImageF> mf;
+ std::vector<ImageF> lf;
+};
+
class ButteraugliComparator {
public:
- ButteraugliComparator(size_t xsize, size_t ysize, int step);
+ ButteraugliComparator(const std::vector<ImageF>& rgb0, double hf_asymmetry);
- // Computes the butteraugli map between rgb0 and rgb1 and updates result.
- void Diffmap(const std::vector<ImageF> &rgb0,
- const std::vector<ImageF> &rgb1,
- ImageF &result);
-
- // Same as above, but OpsinDynamicsImage() was already applied to
- // rgb0 and rgb1.
- void DiffmapOpsinDynamicsImage(const std::vector<ImageF> &rgb0,
- const std::vector<ImageF> &rgb1,
- ImageF &result);
-
- private:
- void BlockDiffMap(const std::vector<std::vector<float> > &rgb0,
- const std::vector<std::vector<float> > &rgb1,
- std::vector<float>* block_diff_dc,
- std::vector<float>* block_diff_ac);
+ // Computes the butteraugli map between the original image given in the
+ // constructor and the distorted image give here.
+ void Diffmap(const std::vector<ImageF>& rgb1, ImageF& result) const;
+ // Same as above, but OpsinDynamicsImage() was already applied.
+ void DiffmapOpsinDynamicsImage(const std::vector<ImageF>& xyb1,
+ ImageF& result) const;
- void EdgeDetectorMap(const std::vector<std::vector<float> > &rgb0,
- const std::vector<std::vector<float> > &rgb1,
- std::vector<float>* edge_detector_map);
+ // Same as above, but the frequency decomposition was already applied.
+ void DiffmapPsychoImage(const PsychoImage& ps1, ImageF &result) const;
- void EdgeDetectorLowFreq(const std::vector<std::vector<float> > &rgb0,
- const std::vector<std::vector<float> > &rgb1,
- std::vector<float>* block_diff_ac);
+ void Mask(std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask_dc) const;
- void CombineChannels(const std::vector<std::vector<float> >& scale_xyb,
- const std::vector<std::vector<float> >& scale_xyb_dc,
- const std::vector<float>& block_diff_dc,
- const std::vector<float>& block_diff_ac,
- const std::vector<float>& edge_detector_map,
- std::vector<float>* result);
+ private:
+ void MaltaDiffMapLF(const ImageF& y0,
+ const ImageF& y1,
+ double w_0gt1,
+ double w_0lt1,
+ double normalization,
+ ImageF* BUTTERAUGLI_RESTRICT block_diff_ac) const;
+
+ void MaltaDiffMap(const ImageF& y0,
+ const ImageF& y1,
+ double w_0gt1,
+ double w_0lt1,
+ double normalization,
+ ImageF* BUTTERAUGLI_RESTRICT block_diff_ac) const;
+
+ ImageF CombineChannels(const std::vector<ImageF>& scale_xyb,
+ const std::vector<ImageF>& scale_xyb_dc,
+ const std::vector<ImageF>& block_diff_dc,
+ const std::vector<ImageF>& block_diff_ac) const;
const size_t xsize_;
const size_t ysize_;
const size_t num_pixels_;
- const int step_;
- const size_t res_xsize_;
- const size_t res_ysize_;
+ float hf_asymmetry_;
+ PsychoImage pi0_;
};
void ButteraugliDiffmap(const std::vector<ImageF> &rgb0,
const std::vector<ImageF> &rgb1,
+ double hf_asymmetry,
ImageF &diffmap);
double ButteraugliScoreFromDiffmap(const ImageF& distmap);
+// Generate rgb-representation of the distance between two images.
+void CreateHeatMapImage(const std::vector<float> &distmap,
+ double good_threshold, double bad_threshold,
+ size_t xsize, size_t ysize,
+ std::vector<uint8_t> *heatmap);
+
// Compute values of local frequency and dc masking based on the activity
// in the two images.
-void Mask(const std::vector<std::vector<float> > &rgb0,
- const std::vector<std::vector<float> > &rgb1,
- size_t xsize, size_t ysize,
- std::vector<std::vector<float> > *mask,
- std::vector<std::vector<float> > *mask_dc);
-
-// Computes difference metrics for one 8x8 block.
-void ButteraugliBlockDiff(double rgb0[192],
- double rgb1[192],
- double diff_xyb_dc[3],
- double diff_xyb_ac[3],
- double diff_xyb_edge_dc[3]);
-
-void OpsinAbsorbance(const double in[3], double out[3]);
-
-void OpsinDynamicsImage(size_t xsize, size_t ysize,
- std::vector<std::vector<float> > &rgb);
+void Mask(const std::vector<ImageF>& xyb0,
+ const std::vector<ImageF>& xyb1,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask,
+ std::vector<ImageF>* BUTTERAUGLI_RESTRICT mask_dc);
+
+template <class V>
+BUTTERAUGLI_INLINE void RgbToXyb(const V &r, const V &g, const V &b,
+ V *BUTTERAUGLI_RESTRICT valx,
+ V *BUTTERAUGLI_RESTRICT valy,
+ V *BUTTERAUGLI_RESTRICT valb) {
+ *valx = r - g;
+ *valy = r + g;
+ *valb = b;
+}
-void MaskHighIntensityChange(
- size_t xsize, size_t ysize,
- const std::vector<std::vector<float> > &c0,
- const std::vector<std::vector<float> > &c1,
- std::vector<std::vector<float> > &rgb0,
- std::vector<std::vector<float> > &rgb1);
+template <class V>
+BUTTERAUGLI_INLINE void OpsinAbsorbance(const V &in0, const V &in1,
+ const V &in2,
+ V *BUTTERAUGLI_RESTRICT out0,
+ V *BUTTERAUGLI_RESTRICT out1,
+ V *BUTTERAUGLI_RESTRICT out2) {
+ // https://en.wikipedia.org/wiki/Photopsin absorbance modeling.
+ static const double mixi0 = 0.254462330846;
+ static const double mixi1 = 0.488238255095;
+ static const double mixi2 = 0.0635278003854;
+ static const double mixi3 = 1.01681026909;
+ static const double mixi4 = 0.195214015766;
+ static const double mixi5 = 0.568019861857;
+ static const double mixi6 = 0.0860755536007;
+ static const double mixi7 = 1.1510118369;
+ static const double mixi8 = 0.07374607900105684;
+ static const double mixi9 = 0.06142425304154509;
+ static const double mixi10 = 0.24416850520714256;
+ static const double mixi11 = 1.20481945273;
+
+ const V mix0(mixi0);
+ const V mix1(mixi1);
+ const V mix2(mixi2);
+ const V mix3(mixi3);
+ const V mix4(mixi4);
+ const V mix5(mixi5);
+ const V mix6(mixi6);
+ const V mix7(mixi7);
+ const V mix8(mixi8);
+ const V mix9(mixi9);
+ const V mix10(mixi10);
+ const V mix11(mixi11);
+
+ *out0 = mix0 * in0 + mix1 * in1 + mix2 * in2 + mix3;
+ *out1 = mix4 * in0 + mix5 * in1 + mix6 * in2 + mix7;
+ *out2 = mix8 * in0 + mix9 * in1 + mix10 * in2 + mix11;
+}
-void Blur(size_t xsize, size_t ysize, float* channel, double sigma,
- double border_ratio = 0.0);
+std::vector<ImageF> OpsinDynamicsImage(const std::vector<ImageF>& rgb);
-void RgbToXyb(double r, double g, double b,
- double *valx, double *valy, double *valz);
+ImageF Blur(const ImageF& in, float sigma, float border_ratio);
double SimpleGamma(double v);
@@ -518,7 +580,7 @@ struct RationalPolynomial {
}
// Evaluates the polynomial at x (in [min_value, max_value]).
- inline double operator()(const float x) const {
+ inline double operator()(const double x) const {
// First normalize to [0, 1].
const double x01 = (x - min_value) / (max_value - min_value);
// And then to [-1, 1] domain of Chebyshev polynomials.
@@ -540,18 +602,17 @@ struct RationalPolynomial {
double q[5 + 1];
};
-static inline float GammaPolynomial(float value) {
- // Generated by gamma_polynomial.m from equispaced x/gamma(x) samples.
+static inline double GammaPolynomial(double value) {
static const RationalPolynomial r = {
- 0.770000000000000, 274.579999999999984,
- {
- 881.979476556478289, 1496.058452015812463, 908.662212739659481,
- 373.566100223287378, 85.840860336314364, 6.683258861509244,
- },
- {
- 12.262350348616792, 20.557285797683576, 12.161463238367844,
- 4.711532733641639, 0.899112889751053, 0.035662329617191,
- }};
+ 0.971783, 590.188894,
+ {
+ 98.7821300963361, 164.273222212631, 92.948112871376,
+ 33.8165311212688, 6.91626704983562, 0.556380877028234
+ },
+ {
+ 1, 1.64339473427892, 0.89392405219969, 0.298947051776379,
+ 0.0507146002577288, 0.00226495093949756
+ }};
return r(value);
}
diff --git a/butteraugli/butteraugli_main.cc b/butteraugli/butteraugli_main.cc
index 17d1b42..bd8ae09 100755
--- a/butteraugli/butteraugli_main.cc
+++ b/butteraugli/butteraugli_main.cc
@@ -58,10 +58,10 @@ bool ReadPNG(FILE* f, std::vector<Image8>* rgb) {
case 1: {
// GRAYSCALE
for (int y = 0; y < ysize; ++y) {
- ConstRestrict<const uint8_t*> row = row_pointers[y];
- ConstRestrict<uint8_t*> row0 = (*rgb)[0].Row(y);
- ConstRestrict<uint8_t*> row1 = (*rgb)[1].Row(y);
- ConstRestrict<uint8_t*> row2 = (*rgb)[2].Row(y);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row = row_pointers[y];
+ uint8_t* const BUTTERAUGLI_RESTRICT row0 = (*rgb)[0].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row1 = (*rgb)[1].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row2 = (*rgb)[2].Row(y);
for (int x = 0; x < xsize; ++x) {
const uint8_t gray = row[x];
@@ -74,11 +74,11 @@ bool ReadPNG(FILE* f, std::vector<Image8>* rgb) {
// GRAYSCALE_ALPHA
rgb->push_back(Image8(xsize, ysize));
for (int y = 0; y < ysize; ++y) {
- ConstRestrict<const uint8_t*> row = row_pointers[y];
- ConstRestrict<uint8_t*> row0 = (*rgb)[0].Row(y);
- ConstRestrict<uint8_t*> row1 = (*rgb)[1].Row(y);
- ConstRestrict<uint8_t*> row2 = (*rgb)[2].Row(y);
- ConstRestrict<uint8_t*> row3 = (*rgb)[3].Row(y);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row = row_pointers[y];
+ uint8_t* const BUTTERAUGLI_RESTRICT row0 = (*rgb)[0].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row1 = (*rgb)[1].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row2 = (*rgb)[2].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row3 = (*rgb)[3].Row(y);
for (int x = 0; x < xsize; ++x) {
const uint8_t gray = row[2 * x + 0];
@@ -94,10 +94,10 @@ bool ReadPNG(FILE* f, std::vector<Image8>* rgb) {
case 3: {
// RGB
for (int y = 0; y < ysize; ++y) {
- ConstRestrict<const uint8_t*> row = row_pointers[y];
- ConstRestrict<uint8_t*> row0 = (*rgb)[0].Row(y);
- ConstRestrict<uint8_t*> row1 = (*rgb)[1].Row(y);
- ConstRestrict<uint8_t*> row2 = (*rgb)[2].Row(y);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row = row_pointers[y];
+ uint8_t* const BUTTERAUGLI_RESTRICT row0 = (*rgb)[0].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row1 = (*rgb)[1].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row2 = (*rgb)[2].Row(y);
for (int x = 0; x < xsize; ++x) {
row0[x] = row[3 * x + 0];
@@ -111,11 +111,11 @@ bool ReadPNG(FILE* f, std::vector<Image8>* rgb) {
// RGBA
rgb->push_back(Image8(xsize, ysize));
for (int y = 0; y < ysize; ++y) {
- ConstRestrict<const uint8_t*> row = row_pointers[y];
- ConstRestrict<uint8_t*> row0 = (*rgb)[0].Row(y);
- ConstRestrict<uint8_t*> row1 = (*rgb)[1].Row(y);
- ConstRestrict<uint8_t*> row2 = (*rgb)[2].Row(y);
- ConstRestrict<uint8_t*> row3 = (*rgb)[3].Row(y);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row = row_pointers[y];
+ uint8_t* const BUTTERAUGLI_RESTRICT row0 = (*rgb)[0].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row1 = (*rgb)[1].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row2 = (*rgb)[2].Row(y);
+ uint8_t* const BUTTERAUGLI_RESTRICT row3 = (*rgb)[3].Row(y);
for (int x = 0; x < xsize; ++x) {
row0[x] = row[4 * x + 0];
@@ -187,10 +187,13 @@ bool ReadJPEG(FILE* f, std::vector<Image8>* rgb) {
while (cinfo.output_scanline < cinfo.output_height) {
jpeg_read_scanlines(&cinfo, buffer, 1);
- ConstRestrict<const uint8_t*> row = buffer[0];
- ConstRestrict<uint8_t*> row0 = (*rgb)[0].Row(cinfo.output_scanline - 1);
- ConstRestrict<uint8_t*> row1 = (*rgb)[1].Row(cinfo.output_scanline - 1);
- ConstRestrict<uint8_t*> row2 = (*rgb)[2].Row(cinfo.output_scanline - 1);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row = buffer[0];
+ uint8_t* const BUTTERAUGLI_RESTRICT row0 =
+ (*rgb)[0].Row(cinfo.output_scanline - 1);
+ uint8_t* const BUTTERAUGLI_RESTRICT row1 =
+ (*rgb)[1].Row(cinfo.output_scanline - 1);
+ uint8_t* const BUTTERAUGLI_RESTRICT row2 =
+ (*rgb)[2].Row(cinfo.output_scanline - 1);
for (int x = 0; x < xsize; x++) {
const uint8_t gray = row[x];
@@ -203,10 +206,13 @@ bool ReadJPEG(FILE* f, std::vector<Image8>* rgb) {
while (cinfo.output_scanline < cinfo.output_height) {
jpeg_read_scanlines(&cinfo, buffer, 1);
- ConstRestrict<const uint8_t*> row = buffer[0];
- ConstRestrict<uint8_t*> row0 = (*rgb)[0].Row(cinfo.output_scanline - 1);
- ConstRestrict<uint8_t*> row1 = (*rgb)[1].Row(cinfo.output_scanline - 1);
- ConstRestrict<uint8_t*> row2 = (*rgb)[2].Row(cinfo.output_scanline - 1);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row = buffer[0];
+ uint8_t* const BUTTERAUGLI_RESTRICT row0 =
+ (*rgb)[0].Row(cinfo.output_scanline - 1);
+ uint8_t* const BUTTERAUGLI_RESTRICT row1 =
+ (*rgb)[1].Row(cinfo.output_scanline - 1);
+ uint8_t* const BUTTERAUGLI_RESTRICT row2 =
+ (*rgb)[2].Row(cinfo.output_scanline - 1);
for (int x = 0; x < xsize; x++) {
row0[x] = row[3 * x + 0];
@@ -240,8 +246,8 @@ void FromSrgbToLinear(const std::vector<Image8>& rgb,
for (int c = 0; c < 3; c++) {
linear.push_back(ImageF(xsize, ysize));
for (int y = 0; y < ysize; ++y) {
- ConstRestrict<const uint8_t*> row_rgb = rgb[c].Row(y);
- ConstRestrict<float*> row_linear = linear[c].Row(y);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row_rgb = rgb[c].Row(y);
+ float* const BUTTERAUGLI_RESTRICT row_linear = linear[c].Row(y);
for (size_t x = 0; x < xsize; x++) {
const int value = row_rgb[x];
row_linear[x] = kSrgbToLinearTable[value];
@@ -252,9 +258,9 @@ void FromSrgbToLinear(const std::vector<Image8>& rgb,
for (int c = 0; c < 3; c++) {
linear.push_back(ImageF(xsize, ysize));
for (int y = 0; y < ysize; ++y) {
- ConstRestrict<const uint8_t*> row_rgb = rgb[c].Row(y);
- ConstRestrict<float*> row_linear = linear[c].Row(y);
- ConstRestrict<const uint8_t*> row_alpha = rgb[3].Row(y);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row_rgb = rgb[c].Row(y);
+ float* const BUTTERAUGLI_RESTRICT row_linear = linear[c].Row(y);
+ const uint8_t* const BUTTERAUGLI_RESTRICT row_alpha = rgb[3].Row(y);
for (size_t x = 0; x < xsize; x++) {
int value;
if (row_alpha[x] == 255) {
@@ -302,6 +308,42 @@ std::vector<Image8> ReadImageOrDie(const char* filename) {
return rgb;
}
+static void ScoreToRgb(double score, double good_threshold,
+ double bad_threshold, uint8_t rgb[3]) {
+ double heatmap[12][3] = {
+ { 0, 0, 0 },
+ { 0, 0, 1 },
+ { 0, 1, 1 },
+ { 0, 1, 0 }, // Good level
+ { 1, 1, 0 },
+ { 1, 0, 0 }, // Bad level
+ { 1, 0, 1 },
+ { 0.5, 0.5, 1.0 },
+ { 1.0, 0.5, 0.5 }, // Pastel colors for the very bad quality range.
+ { 1.0, 1.0, 0.5 },
+ { 1, 1, 1, },
+ { 1, 1, 1, },
+ };
+ if (score < good_threshold) {
+ score = (score / good_threshold) * 0.3;
+ } else if (score < bad_threshold) {
+ score = 0.3 + (score - good_threshold) /
+ (bad_threshold - good_threshold) * 0.15;
+ } else {
+ score = 0.45 + (score - bad_threshold) /
+ (bad_threshold * 12) * 0.5;
+ }
+ static const int kTableSize = sizeof(heatmap) / sizeof(heatmap[0]);
+ score = std::min<double>(std::max<double>(
+ score * (kTableSize - 1), 0.0), kTableSize - 2);
+ int ix = static_cast<int>(score);
+ double mix = score - ix;
+ for (int i = 0; i < 3; ++i) {
+ double v = mix * heatmap[ix + 1][i] + (1 - mix) * heatmap[ix][i];
+ rgb[i] = static_cast<uint8_t>(255 * pow(v, 0.5) + 0.5);
+ }
+}
+
void CreateHeatMapImage(const ImageF& distmap, double good_threshold,
double bad_threshold, size_t xsize, size_t ysize,
std::vector<uint8_t>* heatmap) {
@@ -311,33 +353,7 @@ void CreateHeatMapImage(const ImageF& distmap, double good_threshold,
int px = xsize * y + x;
double d = distmap.Row(y)[x];
uint8_t* rgb = &(*heatmap)[3 * px];
- if (d < 0.5 * good_threshold) {
- rgb[0] = 0;
- rgb[1] = d * (255 - 153) / (0.5 * good_threshold) + 153;
- rgb[2] = 0;
- } else if (d < good_threshold) {
- d -= 0.5 * good_threshold;
- rgb[0] = d * 255 / (0.5 * good_threshold);
- rgb[1] = 255;
- rgb[2] = 0;
- } else if (d < bad_threshold) {
- d -= good_threshold;
- rgb[0] = 255;
- rgb[1] = 255 - d * 255 / (bad_threshold - good_threshold);
- rgb[2] = 0;
- } else if (d < 5 * bad_threshold) {
- rgb[0] = 255;
- rgb[1] = 0;
- rgb[2] = 255 * (d - bad_threshold) / (4 * bad_threshold);
- } else if (d < 10 * bad_threshold) {
- rgb[0] = 255;
- rgb[1] = 255 * (d - 5 * bad_threshold) / (5 * bad_threshold);
- rgb[2] = 255;
- } else {
- rgb[0] = 255;
- rgb[1] = 255;
- rgb[2] = 255;
- }
+ ScoreToRgb(d, good_threshold, bad_threshold, rgb);
}
}
}
@@ -355,7 +371,13 @@ int Run(int argc, char* argv[]) {
std::vector<Image8> rgb1 = ReadImageOrDie(argv[1]);
std::vector<Image8> rgb2 = ReadImageOrDie(argv[2]);
- if (rgb1.size() != rgb2.size()) {
+ if (rgb1.size() == 3 && rgb2.size() == 4) {
+ // Adding a missing alpha channel to one of the images.
+ rgb1.push_back(Image8(rgb1[0].xsize(), rgb1[0].ysize(), 255));
+ } else if (rgb2.size() == 3 && rgb1.size() == 4) {
+ // Adding a missing alpha channel to one of the images.
+ rgb2.push_back(Image8(rgb2[0].xsize(), rgb2[0].ysize(), 255));
+ } else if (rgb1.size() != rgb2.size()) {
fprintf(stderr, "Different number of channels: %lu vs %lu\n", rgb1.size(),
rgb2.size());
exit(1);
@@ -379,8 +401,8 @@ int Run(int argc, char* argv[]) {
FromSrgbToLinear(rgb2, linear2, 0);
ImageF diff_map, diff_map_on_white;
double diff_value;
- if (!butteraugli::ButteraugliInterface(linear1, linear2, diff_map,
- diff_value)) {
+ if (!butteraugli::ButteraugliInterface(linear1, linear2, 1.0,
+ diff_map, diff_value)) {
fprintf(stderr, "Butteraugli comparison failed\n");
return 1;
}
@@ -391,7 +413,8 @@ int Run(int argc, char* argv[]) {
FromSrgbToLinear(rgb1, linear1, 255);
FromSrgbToLinear(rgb2, linear2, 255);
double diff_value_on_white;
- if (!butteraugli::ButteraugliInterface(linear1, linear2, diff_map_on_white,
+ if (!butteraugli::ButteraugliInterface(linear1, linear2, 1.0,
+ diff_map_on_white,
diff_value_on_white)) {
fprintf(stderr, "Butteraugli comparison failed\n");
return 1;
diff --git a/debian/changelog b/debian/changelog
index 20c68f6..40cbe00 100644
--- a/debian/changelog
+++ b/debian/changelog
@@ -1,3 +1,9 @@
+butteraugli (0~20170116+git20190319.1.71b18b6-1) UNRELEASED; urgency=low
+
+ * New upstream snapshot.
+
+ -- Debian Janitor <janitor@jelmer.uk> Fri, 22 Apr 2022 21:40:58 -0000
+
butteraugli (0~20170116-3) unstable; urgency=medium
* Bump Standards-Version to 4.3.0.
diff --git a/docs/comparison.html b/docs/comparison.html
new file mode 100644
index 0000000..98c54a2
--- /dev/null
+++ b/docs/comparison.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html><head><style type="text/css">* { text-align: center; font-family: "Source Sans Pro"; }html { background-color: #333; color: #bbb; }body { font-size: 22px; margin-top: 2em; margin-bottom: 2em; }p { max-width: 30em; margin-left: auto; margin-right: auto; text-align: left; }h2 { margin-top: 3em; margin-bottom: 1em; }.mosaic { margin-bottom: 2em; margin-right: 1em; image-rendering: pixelated; }.plot { padding-left: 1em; }label { padding-right: 1em; }.pair { padding-bottom: 3em; }</style><link href="https://fonts.googleapis.com/css?family=Source+Sans+Pro:400,700" rel="stylesheet"><title>Butteraugli comparisons</title></head><body><h1>Butteraugli comparisons</h1><p>This page compares Butteraugli against a number of image difference metrics. It shows examples of images where they disagree, to gain insight into what kind of differences those metrics are sensitive to.</p><p>Image pairs where Butteraugli and the other metric disagree the most are shown in mosaics, and the corresponding points are highlighted in the plots. The left half of the mosaic shows the green points in the plot, the points that Butteraugli ranks among the least different, but which the other metric ranks among the most different. The right half of the mosaic shows the orange points in the plot, which Butteraugli ranks among the most different, but which the other metric ranks among the least different.</p><p>Click “Toggle A/B” to flip between the images in a pair. Zooming in with Ctrl + Scrollwheel can help to see subtle differences.</p><h2>Butteraugli versus SSIM</h2><div class="pair"><input type="checkbox" id="pick_vs_ssim"><label for="pick_vs_ssim">Toggle A/B</label> <input type="checkbox" id="heatmap_vs_ssim"><label for="heatmap_vs_ssim">Butteraugli heatmap</label><br><img alt="Mosaic of Butteraugli versus SSIM" src="vs_ssim_right.png" class="mosaic" id="img_vs_ssim"><img alt="Scatter plot of Butteraugli versus SSIM" src="vs_ssim.svg" class="plot"></div><h2>Butteraugli versus PSNR</h2><div class="pair"><input type="checkbox" id="pick_vs_psnr"><label for="pick_vs_psnr">Toggle A/B</label> <input type="checkbox" id="heatmap_vs_psnr"><label for="heatmap_vs_psnr">Butteraugli heatmap</label><br><img alt="Mosaic of Butteraugli versus PSNR" src="vs_psnr_right.png" class="mosaic" id="img_vs_psnr"><img alt="Scatter plot of Butteraugli versus PSNR" src="vs_psnr.svg" class="plot"></div><h2>Butteraugli versus PSNRHVS-M</h2><div class="pair"><input type="checkbox" id="pick_vs_psnrhvs_m"><label for="pick_vs_psnrhvs_m">Toggle A/B</label> <input type="checkbox" id="heatmap_vs_psnrhvs_m"><label for="heatmap_vs_psnrhvs_m">Butteraugli heatmap</label><br><img alt="Mosaic of Butteraugli versus PSNRHVS-M" src="vs_psnrhvs_m_right.png" class="mosaic" id="img_vs_psnrhvs_m"><img alt="Scatter plot of Butteraugli versus PSNRHVS-M" src="vs_psnrhvs_m.svg" class="plot"></div><h2>Butteraugli versus MAE</h2><div class="pair"><input type="checkbox" id="pick_vs_mae"><label for="pick_vs_mae">Toggle A/B</label> <input type="checkbox" id="heatmap_vs_mae"><label for="heatmap_vs_mae">Butteraugli heatmap</label><br><img alt="Mosaic of Butteraugli versus MAE" src="vs_mae_right.png" class="mosaic" id="img_vs_mae"><img alt="Scatter plot of Butteraugli versus MAE" src="vs_mae.svg" class="plot"></div><h2>Butteraugli versus FUZZ</h2><div class="pair"><input type="checkbox" id="pick_vs_fuzz"><label for="pick_vs_fuzz">Toggle A/B</label> <input type="checkbox" id="heatmap_vs_fuzz"><label for="heatmap_vs_fuzz">Butteraugli heatmap</label><br><img alt="Mosaic of Butteraugli versus FUZZ" src="vs_fuzz_right.png" class="mosaic" id="img_vs_fuzz"><img alt="Scatter plot of Butteraugli versus FUZZ" src="vs_fuzz.svg" class="plot"></div><h2>Butteraugli versus NCC</h2><div class="pair"><input type="checkbox" id="pick_vs_ncc"><label for="pick_vs_ncc">Toggle A/B</label> <input type="checkbox" id="heatmap_vs_ncc"><label for="heatmap_vs_ncc">Butteraugli heatmap</label><br><img alt="Mosaic of Butteraugli versus NCC" src="vs_ncc_right.png" class="mosaic" id="img_vs_ncc"><img alt="Scatter plot of Butteraugli versus NCC" src="vs_ncc.svg" class="plot"></div><h2>Butteraugli versus SSIMULACRA</h2><div class="pair"><input type="checkbox" id="pick_vs_ssimulacra"><label for="pick_vs_ssimulacra">Toggle A/B</label> <input type="checkbox" id="heatmap_vs_ssimulacra"><label for="heatmap_vs_ssimulacra">Butteraugli heatmap</label><br><img alt="Mosaic of Butteraugli versus SSIMULACRA" src="vs_ssimulacra_right.png" class="mosaic" id="img_vs_ssimulacra"><img alt="Scatter plot of Butteraugli versus SSIMULACRA" src="vs_ssimulacra.svg" class="plot"></div><script>var pick_vs_ssim = document.getElementById("pick_vs_ssim");var heatmap_vs_ssim = document.getElementById("heatmap_vs_ssim");var img_vs_ssim = document.getElementById("img_vs_ssim");pick_vs_ssim.addEventListener("change", function(e) { heatmap_vs_ssim.checked = false; if (pick_vs_ssim.checked) img_vs_ssim.src = "vs_ssim_left.png"; else img_vs_ssim.src = "vs_ssim_right.png";});heatmap_vs_ssim.addEventListener("change", function(e) { pick_vs_ssim.checked = false; if (heatmap_vs_ssim.checked) img_vs_ssim.src = "vs_ssim_butteraugli_heatmap.png"; else img_vs_ssim.src = "vs_ssim_right.png";});var preload_vs_ssim_0 = new Image();var preload_vs_ssim_1 = new Image();preload_vs_ssim_0.src = "vs_ssim_left.png";preload_vs_ssim_1.src = "vs_ssim_butteraugli_heatmap.png";var pick_vs_psnr = document.getElementById("pick_vs_psnr");var heatmap_vs_psnr = document.getElementById("heatmap_vs_psnr");var img_vs_psnr = document.getElementById("img_vs_psnr");pick_vs_psnr.addEventListener("change", function(e) { heatmap_vs_psnr.checked = false; if (pick_vs_psnr.checked) img_vs_psnr.src = "vs_psnr_left.png"; else img_vs_psnr.src = "vs_psnr_right.png";});heatmap_vs_psnr.addEventListener("change", function(e) { pick_vs_psnr.checked = false; if (heatmap_vs_psnr.checked) img_vs_psnr.src = "vs_psnr_butteraugli_heatmap.png"; 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new file mode 100644
index 0000000..3b9ffc2
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diff --git a/docs/vs_ssimulacra_butteraugli_heatmap.png b/docs/vs_ssimulacra_butteraugli_heatmap.png
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diff --git a/docs/vs_ssimulacra_left.png b/docs/vs_ssimulacra_left.png
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diff --git a/docs/vs_ssimulacra_right.png b/docs/vs_ssimulacra_right.png
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Debdiff
[The following lists of changes regard files as different if they have different names, permissions or owners.]
Files in second set of .debs but not in first
-rw-r--r-- root/root /usr/lib/debug/.build-id/46/526bee828fe6663a934289df2496db9b5881e2.debug
Files in first set of .debs but not in second
-rw-r--r-- root/root /usr/lib/debug/.build-id/4b/8ae1f1a324d89c012f03b8aee56f7014491aeb.debug
Control files of package butteraugli: lines which differ (wdiff format)
Depends: libc6 (>= 2.34), 2.29), libgcc-s1 (>= 3.0), libjpeg62-turbo (>= 1.3.1), libpng16-16 (>= 1.6.2-1), libstdc++6 (>= 11)
Control files of package butteraugli-dbgsym: lines which differ (wdiff format)
Build-Ids: 4b8ae1f1a324d89c012f03b8aee56f7014491aeb 46526bee828fe6663a934289df2496db9b5881e2