|  | // 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 <assert.h> | 
|  | #include <stdio.h> | 
|  | #include <stdlib.h> | 
|  | #include <string.h> | 
|  |  | 
|  | #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 <file> . 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], | 
|  | 8.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; | 
|  | } |