// Copyright 2016 Google Inc. All Rights Reserved. // // Use of this source code is governed by a BSD-style license // that can be found in the COPYING file in the root of the source // tree. An additional intellectual property rights grant can be found // in the file PATENTS. All contributing project authors may // be found in the AUTHORS file in the root of the source tree. // ----------------------------------------------------------------------------- // // Simple tool to load two webp/png/jpg/tiff files and compute PSNR/SSIM. // This is mostly a wrapper around WebPPictureDistortion(). // /* gcc -o get_disto get_disto.c -O3 -I../ -L../examples -L../imageio \ -lexample_util -limageio_util -limagedec -lwebp -L/opt/local/lib \ -lpng -lz -ljpeg -ltiff -lm -lpthread */ // // Author: Skal (pascal.massimino@gmail.com) #include #include #include #include #include "webp/encode.h" #include "imageio/image_dec.h" #include "imageio/imageio_util.h" static size_t ReadPicture(const char* const filename, WebPPicture* const pic, int keep_alpha) { const uint8_t* data = NULL; size_t data_size = 0; WebPImageReader reader = NULL; int ok = ImgIoUtilReadFile(filename, &data, &data_size); if (!ok) goto End; pic->use_argb = 1; // force ARGB #ifdef HAVE_WINCODEC_H // Try to decode the file using WIC falling back to the other readers for // e.g., WebP. ok = ReadPictureWithWIC(filename, pic, keep_alpha, NULL); if (ok) goto End; #endif reader = WebPGuessImageReader(data, data_size); ok = reader(data, data_size, pic, keep_alpha, NULL); End: if (!ok) { fprintf(stderr, "Error! Could not process file %s\n", filename); } free((void*)data); return ok ? data_size : 0; } static void RescalePlane(uint8_t* plane, int width, int height, int x_stride, int y_stride, int max) { const uint32_t factor = (max > 0) ? (255u << 16) / max : 0; int x, y; for (y = 0; y < height; ++y) { uint8_t* const ptr = plane + y * y_stride; for (x = 0; x < width * x_stride; x += x_stride) { const uint32_t diff = (ptr[x] * factor + (1 << 15)) >> 16; ptr[x] = diff; } } } // Return the max absolute difference. static int DiffScaleChannel(uint8_t* src1, int stride1, const uint8_t* src2, int stride2, int x_stride, int w, int h, int do_scaling) { int x, y; int max = 0; for (y = 0; y < h; ++y) { uint8_t* const ptr1 = src1 + y * stride1; const uint8_t* const ptr2 = src2 + y * stride2; for (x = 0; x < w * x_stride; x += x_stride) { const int diff = abs(ptr1[x] - ptr2[x]); if (diff > max) max = diff; ptr1[x] = diff; } } if (do_scaling) RescalePlane(src1, w, h, x_stride, stride1, max); return max; } //------------------------------------------------------------------------------ // SSIM calculation. We re-implement these functions here, out of dsp/, to avoid // breaking the library's hidden visibility. This code duplication avoids the // bigger annoyance of having to open up internal details of libdsp... #define SSIM_KERNEL 3 // total size of the kernel: 2 * SSIM_KERNEL + 1 // struct for accumulating statistical moments typedef struct { uint32_t w; // sum(w_i) : sum of weights uint32_t xm, ym; // sum(w_i * x_i), sum(w_i * y_i) uint32_t xxm, xym, yym; // sum(w_i * x_i * x_i), etc. } DistoStats; // hat-shaped filter. Sum of coefficients is equal to 16. static const uint32_t kWeight[2 * SSIM_KERNEL + 1] = { 1, 2, 3, 4, 3, 2, 1 }; static WEBP_INLINE double SSIMCalculation(const DistoStats* const stats) { const uint32_t N = stats->w; const uint32_t w2 = N * N; const uint32_t C1 = 20 * w2; const uint32_t C2 = 60 * w2; const uint32_t C3 = 8 * 8 * w2; // 'dark' limit ~= 6 const uint64_t xmxm = (uint64_t)stats->xm * stats->xm; const uint64_t ymym = (uint64_t)stats->ym * stats->ym; if (xmxm + ymym >= C3) { const int64_t xmym = (int64_t)stats->xm * stats->ym; const int64_t sxy = (int64_t)stats->xym * N - xmym; // can be negative const uint64_t sxx = (uint64_t)stats->xxm * N - xmxm; const uint64_t syy = (uint64_t)stats->yym * N - ymym; // we descale by 8 to prevent overflow during the fnum/fden multiply. const uint64_t num_S = (2 * (uint64_t)(sxy < 0 ? 0 : sxy) + C2) >> 8; const uint64_t den_S = (sxx + syy + C2) >> 8; const uint64_t fnum = (2 * xmym + C1) * num_S; const uint64_t fden = (xmxm + ymym + C1) * den_S; const double r = (double)fnum / fden; assert(r >= 0. && r <= 1.0); return r; } return 1.; // area is too dark to contribute meaningfully } static double SSIMGetClipped(const uint8_t* src1, int stride1, const uint8_t* src2, int stride2, int xo, int yo, int W, int H) { DistoStats stats = { 0, 0, 0, 0, 0, 0 }; const int ymin = (yo - SSIM_KERNEL < 0) ? 0 : yo - SSIM_KERNEL; const int ymax = (yo + SSIM_KERNEL > H - 1) ? H - 1 : yo + SSIM_KERNEL; const int xmin = (xo - SSIM_KERNEL < 0) ? 0 : xo - SSIM_KERNEL; const int xmax = (xo + SSIM_KERNEL > W - 1) ? W - 1 : xo + SSIM_KERNEL; int x, y; src1 += ymin * stride1; src2 += ymin * stride2; for (y = ymin; y <= ymax; ++y, src1 += stride1, src2 += stride2) { for (x = xmin; x <= xmax; ++x) { const uint32_t w = kWeight[SSIM_KERNEL + x - xo] * kWeight[SSIM_KERNEL + y - yo]; const uint32_t s1 = src1[x]; const uint32_t s2 = src2[x]; stats.w += w; stats.xm += w * s1; stats.ym += w * s2; stats.xxm += w * s1 * s1; stats.xym += w * s1 * s2; stats.yym += w * s2 * s2; } } return SSIMCalculation(&stats); } // Compute SSIM-score map. Return -1 in case of error, max diff otherwise. static int SSIMScaleChannel(uint8_t* src1, int stride1, const uint8_t* src2, int stride2, int x_stride, int w, int h, int do_scaling) { int x, y; int max = 0; uint8_t* const plane1 = (uint8_t*)malloc(2 * w * h * sizeof(*plane1)); uint8_t* const plane2 = plane1 + w * h; if (plane1 == NULL) return -1; // extract plane for (y = 0; y < h; ++y) { for (x = 0; x < w; ++x) { plane1[x + y * w] = src1[x * x_stride + y * stride1]; plane2[x + y * w] = src2[x * x_stride + y * stride2]; } } for (y = 0; y < h; ++y) { for (x = 0; x < w; ++x) { const double ssim = SSIMGetClipped(plane1, w, plane2, w, x, y, w, h); int diff = (int)(255 * (1. - ssim)); if (diff < 0) { diff = 0; } else if (diff > max) { max = diff; } src1[x * x_stride + y * stride1] = (diff > 255) ? 255u : (uint8_t)diff; } } free(plane1); if (do_scaling) RescalePlane(src1, w, h, x_stride, stride1, max); return max; } // Convert an argb picture to luminance. static void ConvertToGray(WebPPicture* const pic) { int x, y; assert(pic != NULL); assert(pic->use_argb); for (y = 0; y < pic->height; ++y) { uint32_t* const row = &pic->argb[y * pic->argb_stride]; for (x = 0; x < pic->width; ++x) { const uint32_t argb = row[x]; const uint32_t r = (argb >> 16) & 0xff; const uint32_t g = (argb >> 8) & 0xff; const uint32_t b = (argb >> 0) & 0xff; // We use BT.709 for converting to luminance. const uint32_t Y = (uint32_t)(0.2126 * r + 0.7152 * g + 0.0722 * b + .5); row[x] = (argb & 0xff000000u) | (Y * 0x010101u); } } } static void Help(void) { fprintf(stderr, "Usage: get_disto [-ssim][-psnr][-alpha] compressed.webp orig.webp\n" " -ssim ..... print SSIM distortion\n" " -psnr ..... print PSNR distortion (default)\n" " -alpha .... preserve alpha plane\n" " -h ........ this message\n" " -o . save the diff map as a WebP lossless file\n" " -scale .... scale the difference map to fit [0..255] range\n" " -gray ..... use grayscale for difference map (-scale)\n" " Also handles PNG, JPG and TIFF files, in addition to WebP.\n"); } int main(int argc, const char *argv[]) { WebPPicture pic1, pic2; size_t size1 = 0, size2 = 0; int ret = 1; float disto[5]; int type = 0; int c; int help = 0; int keep_alpha = 0; int scale = 0; int use_gray = 0; const char* name1 = NULL; const char* name2 = NULL; const char* output = NULL; if (!WebPPictureInit(&pic1) || !WebPPictureInit(&pic2)) { fprintf(stderr, "Can't init pictures\n"); return 1; } for (c = 1; c < argc; ++c) { if (!strcmp(argv[c], "-ssim")) { type = 1; } else if (!strcmp(argv[c], "-psnr")) { type = 0; } else if (!strcmp(argv[c], "-alpha")) { keep_alpha = 1; } else if (!strcmp(argv[c], "-scale")) { scale = 1; } else if (!strcmp(argv[c], "-gray")) { use_gray = 1; } else if (!strcmp(argv[c], "-h")) { help = 1; ret = 0; } else if (!strcmp(argv[c], "-o")) { if (++c == argc) { fprintf(stderr, "missing file name after %s option.\n", argv[c - 1]); goto End; } output = argv[c]; } else if (name1 == NULL) { name1 = argv[c]; } else { name2 = argv[c]; } } if (help || name1 == NULL || name2 == NULL) { if (!help) { fprintf(stderr, "Error: missing arguments.\n"); } Help(); goto End; } size1 = ReadPicture(name1, &pic1, 1); size2 = ReadPicture(name2, &pic2, 1); if (size1 == 0 || size2 == 0) goto End; if (!keep_alpha) { WebPBlendAlpha(&pic1, 0x00000000); WebPBlendAlpha(&pic2, 0x00000000); } if (!WebPPictureDistortion(&pic1, &pic2, type, disto)) { fprintf(stderr, "Error while computing the distortion.\n"); goto End; } printf("%u %.2f %.2f %.2f %.2f %.2f [ %.2f bpp ]\n", (unsigned int)size1, disto[4], disto[0], disto[1], disto[2], disto[3], 1.f * size1 / pic1.width / pic1.height); if (output != NULL) { uint8_t* data = NULL; size_t data_size = 0; if (pic1.use_argb != pic2.use_argb) { fprintf(stderr, "Pictures are not in the same argb format. " "Can't save the difference map.\n"); goto End; } if (pic1.use_argb) { int n; fprintf(stderr, "max differences per channel: "); for (n = 0; n < 3; ++n) { // skip the alpha channel const int range = (type == 1) ? SSIMScaleChannel((uint8_t*)pic1.argb + n, pic1.argb_stride * 4, (const uint8_t*)pic2.argb + n, pic2.argb_stride * 4, 4, pic1.width, pic1.height, scale) : DiffScaleChannel((uint8_t*)pic1.argb + n, pic1.argb_stride * 4, (const uint8_t*)pic2.argb + n, pic2.argb_stride * 4, 4, pic1.width, pic1.height, scale); if (range < 0) fprintf(stderr, "\nError computing diff map\n"); fprintf(stderr, "[%d]", range); } fprintf(stderr, "\n"); if (use_gray) ConvertToGray(&pic1); } else { fprintf(stderr, "Can only compute the difference map in ARGB format.\n"); goto End; } #if !defined(WEBP_REDUCE_CSP) data_size = WebPEncodeLosslessBGRA((const uint8_t*)pic1.argb, pic1.width, pic1.height, pic1.argb_stride * 4, &data); if (data_size == 0) { fprintf(stderr, "Error during lossless encoding.\n"); goto End; } ret = ImgIoUtilWriteFile(output, data, data_size) ? 0 : 1; WebPFree(data); if (ret) goto End; #else (void)data; (void)data_size; fprintf(stderr, "Cannot save the difference map. Please recompile " "without the WEBP_REDUCE_CSP flag.\n"); #endif // WEBP_REDUCE_CSP } ret = 0; End: WebPPictureFree(&pic1); WebPPictureFree(&pic2); return ret; }