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  1. /*
  2. * Copyright (c) 2003-2013 Loren Merritt
  3. * Copyright (c) 2015 Paul B Mahol
  4. *
  5. * This file is part of FFmpeg.
  6. *
  7. * FFmpeg is free software; you can redistribute it and/or
  8. * modify it under the terms of the GNU Lesser General Public
  9. * License as published by the Free Software Foundation; either
  10. * version 2.1 of the License, or (at your option) any later version.
  11. *
  12. * FFmpeg is distributed in the hope that it will be useful,
  13. * but WITHOUT ANY WARRANTY; without even the implied warranty of
  14. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
  15. * Lesser General Public License for more details.
  16. *
  17. * You should have received a copy of the GNU Lesser General Public
  18. * License along with FFmpeg; if not, write to the Free Software
  19. * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
  20. */
  21. /* Computes the Structural Similarity Metric between two video streams.
  22. * original algorithm:
  23. * Z. Wang, A. C. Bovik, H. R. Sheikh and E. P. Simoncelli,
  24. * "Image quality assessment: From error visibility to structural similarity,"
  25. * IEEE Transactions on Image Processing, vol. 13, no. 4, pp. 600-612, Apr. 2004.
  26. *
  27. * To improve speed, this implementation uses the standard approximation of
  28. * overlapped 8x8 block sums, rather than the original gaussian weights.
  29. */
  30. /*
  31. * @file
  32. * Caculate the SSIM between two input videos.
  33. */
  34. #include "libavutil/avstring.h"
  35. #include "libavutil/opt.h"
  36. #include "libavutil/pixdesc.h"
  37. #include "avfilter.h"
  38. #include "dualinput.h"
  39. #include "drawutils.h"
  40. #include "formats.h"
  41. #include "internal.h"
  42. #include "video.h"
  43. typedef struct SSIMContext {
  44. const AVClass *class;
  45. FFDualInputContext dinput;
  46. FILE *stats_file;
  47. char *stats_file_str;
  48. int nb_components;
  49. uint64_t nb_frames;
  50. double ssim[4], ssim_total;
  51. char comps[4];
  52. float coefs[4];
  53. uint8_t rgba_map[4];
  54. int planewidth[4];
  55. int planeheight[4];
  56. int *temp;
  57. int is_rgb;
  58. } SSIMContext;
  59. #define OFFSET(x) offsetof(SSIMContext, x)
  60. #define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
  61. static const AVOption ssim_options[] = {
  62. {"stats_file", "Set file where to store per-frame difference information", OFFSET(stats_file_str), AV_OPT_TYPE_STRING, {.str=NULL}, 0, 0, FLAGS },
  63. {"f", "Set file where to store per-frame difference information", OFFSET(stats_file_str), AV_OPT_TYPE_STRING, {.str=NULL}, 0, 0, FLAGS },
  64. { NULL }
  65. };
  66. AVFILTER_DEFINE_CLASS(ssim);
  67. static void set_meta(AVDictionary **metadata, const char *key, char comp, float d)
  68. {
  69. char value[128];
  70. snprintf(value, sizeof(value), "%0.2f", d);
  71. if (comp) {
  72. char key2[128];
  73. snprintf(key2, sizeof(key2), "%s%c", key, comp);
  74. av_dict_set(metadata, key2, value, 0);
  75. } else {
  76. av_dict_set(metadata, key, value, 0);
  77. }
  78. }
  79. static void ssim_4x4xn(const uint8_t *main, int main_stride,
  80. const uint8_t *ref, int ref_stride,
  81. int (*sums)[4], int width)
  82. {
  83. int x, y, z;
  84. for (z = 0; z < width; z++) {
  85. uint32_t s1 = 0, s2 = 0, ss = 0, s12 = 0;
  86. for (y = 0; y < 4; y++) {
  87. for (x = 0; x < 4; x++) {
  88. int a = main[x + y * main_stride];
  89. int b = ref[x + y * ref_stride];
  90. s1 += a;
  91. s2 += b;
  92. ss += a*a;
  93. ss += b*b;
  94. s12 += a*b;
  95. }
  96. }
  97. sums[z][0] = s1;
  98. sums[z][1] = s2;
  99. sums[z][2] = ss;
  100. sums[z][3] = s12;
  101. main += 4;
  102. ref += 4;
  103. }
  104. }
  105. static float ssim_end1(int s1, int s2, int ss, int s12)
  106. {
  107. static const int ssim_c1 = (int)(.01*.01*255*255*64 + .5);
  108. static const int ssim_c2 = (int)(.03*.03*255*255*64*63 + .5);
  109. int fs1 = s1;
  110. int fs2 = s2;
  111. int fss = ss;
  112. int fs12 = s12;
  113. int vars = fss * 64 - fs1 * fs1 - fs2 * fs2;
  114. int covar = fs12 * 64 - fs1 * fs2;
  115. return (float)(2 * fs1 * fs2 + ssim_c1) * (float)(2 * covar + ssim_c2)
  116. / ((float)(fs1 * fs1 + fs2 * fs2 + ssim_c1) * (float)(vars + ssim_c2));
  117. }
  118. static float ssim_endn(int (*sum0)[4], int (*sum1)[4], int width)
  119. {
  120. float ssim = 0.0;
  121. int i;
  122. for (i = 0; i < width; i++)
  123. ssim += ssim_end1(sum0[i][0] + sum0[i + 1][0] + sum1[i][0] + sum1[i + 1][0],
  124. sum0[i][1] + sum0[i + 1][1] + sum1[i][1] + sum1[i + 1][1],
  125. sum0[i][2] + sum0[i + 1][2] + sum1[i][2] + sum1[i + 1][2],
  126. sum0[i][3] + sum0[i + 1][3] + sum1[i][3] + sum1[i + 1][3]);
  127. return ssim;
  128. }
  129. static float ssim_plane(uint8_t *main, int main_stride,
  130. uint8_t *ref, int ref_stride,
  131. int width, int height, void *temp)
  132. {
  133. int z = 0, y;
  134. float ssim = 0.0;
  135. int (*sum0)[4] = temp;
  136. int (*sum1)[4] = sum0 + (width >> 2) + 3;
  137. width >>= 2;
  138. height >>= 2;
  139. for (y = 1; y < height; y++) {
  140. for (; z <= y; z++) {
  141. FFSWAP(void*, sum0, sum1);
  142. ssim_4x4xn(&main[4 * z * main_stride], main_stride,
  143. &ref[4 * z * ref_stride], ref_stride,
  144. sum0, width);
  145. }
  146. ssim += ssim_endn(sum0, sum1, width - 1);
  147. }
  148. return ssim / ((height - 1) * (width - 1));
  149. }
  150. static double ssim_db(double ssim, double weight)
  151. {
  152. return 10 * (log(weight) / log(10) - log(weight - ssim) / log(10));
  153. }
  154. static AVFrame *do_ssim(AVFilterContext *ctx, AVFrame *main,
  155. const AVFrame *ref)
  156. {
  157. AVDictionary **metadata = avpriv_frame_get_metadatap(main);
  158. SSIMContext *s = ctx->priv;
  159. float c[4], ssimv = 0.0;
  160. int i;
  161. s->nb_frames++;
  162. for (i = 0; i < s->nb_components; i++) {
  163. c[i] = ssim_plane(main->data[i], main->linesize[i],
  164. ref->data[i], ref->linesize[i],
  165. s->planewidth[i], s->planeheight[i], s->temp);
  166. ssimv += s->coefs[i] * c[i];
  167. s->ssim[i] += c[i];
  168. }
  169. for (i = 0; i < s->nb_components; i++) {
  170. int cidx = s->is_rgb ? s->rgba_map[i] : i;
  171. set_meta(metadata, "lavfi.ssim.", s->comps[i], c[cidx]);
  172. }
  173. s->ssim_total += ssimv;
  174. set_meta(metadata, "lavfi.ssim.All", 0, ssimv);
  175. set_meta(metadata, "lavfi.ssim.dB", 0, ssim_db(ssimv, 1.0));
  176. if (s->stats_file) {
  177. fprintf(s->stats_file, "n:%"PRId64" ", s->nb_frames);
  178. for (i = 0; i < s->nb_components; i++) {
  179. int cidx = s->is_rgb ? s->rgba_map[i] : i;
  180. fprintf(s->stats_file, "%c:%f ", s->comps[i], c[cidx]);
  181. }
  182. fprintf(s->stats_file, "All:%f (%f)\n", ssimv, ssim_db(ssimv, 1.0));
  183. }
  184. return main;
  185. }
  186. static av_cold int init(AVFilterContext *ctx)
  187. {
  188. SSIMContext *s = ctx->priv;
  189. if (s->stats_file_str) {
  190. s->stats_file = fopen(s->stats_file_str, "w");
  191. if (!s->stats_file) {
  192. int err = AVERROR(errno);
  193. char buf[128];
  194. av_strerror(err, buf, sizeof(buf));
  195. av_log(ctx, AV_LOG_ERROR, "Could not open stats file %s: %s\n",
  196. s->stats_file_str, buf);
  197. return err;
  198. }
  199. }
  200. s->dinput.process = do_ssim;
  201. s->dinput.shortest = 1;
  202. s->dinput.repeatlast = 0;
  203. return 0;
  204. }
  205. static int query_formats(AVFilterContext *ctx)
  206. {
  207. static const enum AVPixelFormat pix_fmts[] = {
  208. AV_PIX_FMT_GRAY8,
  209. AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P, AV_PIX_FMT_YUV444P,
  210. AV_PIX_FMT_YUV440P, AV_PIX_FMT_YUV411P, AV_PIX_FMT_YUV410P,
  211. AV_PIX_FMT_YUVJ411P, AV_PIX_FMT_YUVJ420P, AV_PIX_FMT_YUVJ422P,
  212. AV_PIX_FMT_YUVJ440P, AV_PIX_FMT_YUVJ444P,
  213. AV_PIX_FMT_GBRP,
  214. AV_PIX_FMT_NONE
  215. };
  216. AVFilterFormats *fmts_list = ff_make_format_list(pix_fmts);
  217. if (!fmts_list)
  218. return AVERROR(ENOMEM);
  219. return ff_set_common_formats(ctx, fmts_list);
  220. }
  221. static int config_input_ref(AVFilterLink *inlink)
  222. {
  223. const AVPixFmtDescriptor *desc = av_pix_fmt_desc_get(inlink->format);
  224. AVFilterContext *ctx = inlink->dst;
  225. SSIMContext *s = ctx->priv;
  226. int sum = 0, i;
  227. s->nb_components = desc->nb_components;
  228. if (ctx->inputs[0]->w != ctx->inputs[1]->w ||
  229. ctx->inputs[0]->h != ctx->inputs[1]->h) {
  230. av_log(ctx, AV_LOG_ERROR, "Width and height of input videos must be same.\n");
  231. return AVERROR(EINVAL);
  232. }
  233. if (ctx->inputs[0]->format != ctx->inputs[1]->format) {
  234. av_log(ctx, AV_LOG_ERROR, "Inputs must be of same pixel format.\n");
  235. return AVERROR(EINVAL);
  236. }
  237. s->is_rgb = ff_fill_rgba_map(s->rgba_map, inlink->format) >= 0;
  238. s->comps[0] = s->is_rgb ? 'R' : 'Y';
  239. s->comps[1] = s->is_rgb ? 'G' : 'U';
  240. s->comps[2] = s->is_rgb ? 'B' : 'V';
  241. s->comps[3] = 'A';
  242. s->planeheight[1] = s->planeheight[2] = FF_CEIL_RSHIFT(inlink->h, desc->log2_chroma_h);
  243. s->planeheight[0] = s->planeheight[3] = inlink->h;
  244. s->planewidth[1] = s->planewidth[2] = FF_CEIL_RSHIFT(inlink->w, desc->log2_chroma_w);
  245. s->planewidth[0] = s->planewidth[3] = inlink->w;
  246. for (i = 0; i < s->nb_components; i++)
  247. sum += s->planeheight[i] * s->planewidth[i];
  248. for (i = 0; i < s->nb_components; i++)
  249. s->coefs[i] = (double) s->planeheight[i] * s->planewidth[i] / sum;
  250. s->temp = av_malloc((2 * inlink->w + 12) * sizeof(*s->temp));
  251. if (!s->temp)
  252. return AVERROR(ENOMEM);
  253. return 0;
  254. }
  255. static int config_output(AVFilterLink *outlink)
  256. {
  257. AVFilterContext *ctx = outlink->src;
  258. SSIMContext *s = ctx->priv;
  259. AVFilterLink *mainlink = ctx->inputs[0];
  260. int ret;
  261. outlink->w = mainlink->w;
  262. outlink->h = mainlink->h;
  263. outlink->time_base = mainlink->time_base;
  264. outlink->sample_aspect_ratio = mainlink->sample_aspect_ratio;
  265. outlink->frame_rate = mainlink->frame_rate;
  266. if ((ret = ff_dualinput_init(ctx, &s->dinput)) < 0)
  267. return ret;
  268. return 0;
  269. }
  270. static int filter_frame(AVFilterLink *inlink, AVFrame *buf)
  271. {
  272. SSIMContext *s = inlink->dst->priv;
  273. return ff_dualinput_filter_frame(&s->dinput, inlink, buf);
  274. }
  275. static int request_frame(AVFilterLink *outlink)
  276. {
  277. SSIMContext *s = outlink->src->priv;
  278. return ff_dualinput_request_frame(&s->dinput, outlink);
  279. }
  280. static av_cold void uninit(AVFilterContext *ctx)
  281. {
  282. SSIMContext *s = ctx->priv;
  283. if (s->nb_frames > 0) {
  284. char buf[256];
  285. int i;
  286. buf[0] = 0;
  287. for (i = 0; i < s->nb_components; i++) {
  288. int c = s->is_rgb ? s->rgba_map[i] : i;
  289. av_strlcatf(buf, sizeof(buf), " %c:%f", s->comps[i], s->ssim[c] / s->nb_frames);
  290. }
  291. av_log(ctx, AV_LOG_INFO, "SSIM%s All:%f (%f)\n", buf,
  292. s->ssim_total / s->nb_frames, ssim_db(s->ssim_total, s->nb_frames));
  293. }
  294. ff_dualinput_uninit(&s->dinput);
  295. if (s->stats_file)
  296. fclose(s->stats_file);
  297. av_freep(&s->temp);
  298. }
  299. static const AVFilterPad ssim_inputs[] = {
  300. {
  301. .name = "main",
  302. .type = AVMEDIA_TYPE_VIDEO,
  303. .filter_frame = filter_frame,
  304. },{
  305. .name = "reference",
  306. .type = AVMEDIA_TYPE_VIDEO,
  307. .filter_frame = filter_frame,
  308. .config_props = config_input_ref,
  309. },
  310. { NULL }
  311. };
  312. static const AVFilterPad ssim_outputs[] = {
  313. {
  314. .name = "default",
  315. .type = AVMEDIA_TYPE_VIDEO,
  316. .config_props = config_output,
  317. .request_frame = request_frame,
  318. },
  319. { NULL }
  320. };
  321. AVFilter ff_vf_ssim = {
  322. .name = "ssim",
  323. .description = NULL_IF_CONFIG_SMALL("Calculate the SSIM between two video streams."),
  324. .init = init,
  325. .uninit = uninit,
  326. .query_formats = query_formats,
  327. .priv_size = sizeof(SSIMContext),
  328. .priv_class = &ssim_class,
  329. .inputs = ssim_inputs,
  330. .outputs = ssim_outputs,
  331. };