123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513 |
- /*
- * Copyright (c) 2003-2013 Loren Merritt
- * Copyright (c) 2015 Paul B Mahol
- *
- * This file is part of FFmpeg.
- *
- * FFmpeg is free software; you can redistribute it and/or
- * modify it under the terms of the GNU Lesser General Public
- * License as published by the Free Software Foundation; either
- * version 2.1 of the License, or (at your option) any later version.
- *
- * FFmpeg is distributed in the hope that it will be useful,
- * but WITHOUT ANY WARRANTY; without even the implied warranty of
- * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
- * Lesser General Public License for more details.
- *
- * You should have received a copy of the GNU Lesser General Public
- * License along with FFmpeg; if not, write to the Free Software
- * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
- */
- /* Computes the Structural Similarity Metric between two video streams.
- * original algorithm:
- * Z. Wang, A. C. Bovik, H. R. Sheikh and E. P. Simoncelli,
- * "Image quality assessment: From error visibility to structural similarity,"
- * IEEE Transactions on Image Processing, vol. 13, no. 4, pp. 600-612, Apr. 2004.
- *
- * To improve speed, this implementation uses the standard approximation of
- * overlapped 8x8 block sums, rather than the original gaussian weights.
- */
- /*
- * @file
- * Caculate the SSIM between two input videos.
- */
- #include "libavutil/avstring.h"
- #include "libavutil/opt.h"
- #include "libavutil/pixdesc.h"
- #include "avfilter.h"
- #include "drawutils.h"
- #include "formats.h"
- #include "framesync.h"
- #include "internal.h"
- #include "ssim.h"
- #include "video.h"
- typedef struct SSIMContext {
- const AVClass *class;
- FFFrameSync fs;
- FILE *stats_file;
- char *stats_file_str;
- int nb_components;
- int max;
- uint64_t nb_frames;
- double ssim[4], ssim_total;
- char comps[4];
- float coefs[4];
- uint8_t rgba_map[4];
- int planewidth[4];
- int planeheight[4];
- int *temp;
- int is_rgb;
- float (*ssim_plane)(SSIMDSPContext *dsp,
- uint8_t *main, int main_stride,
- uint8_t *ref, int ref_stride,
- int width, int height, void *temp,
- int max);
- SSIMDSPContext dsp;
- } SSIMContext;
- #define OFFSET(x) offsetof(SSIMContext, x)
- #define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
- static const AVOption ssim_options[] = {
- {"stats_file", "Set file where to store per-frame difference information", OFFSET(stats_file_str), AV_OPT_TYPE_STRING, {.str=NULL}, 0, 0, FLAGS },
- {"f", "Set file where to store per-frame difference information", OFFSET(stats_file_str), AV_OPT_TYPE_STRING, {.str=NULL}, 0, 0, FLAGS },
- { NULL }
- };
- FRAMESYNC_DEFINE_CLASS(ssim, SSIMContext, fs);
- static void set_meta(AVDictionary **metadata, const char *key, char comp, float d)
- {
- char value[128];
- snprintf(value, sizeof(value), "%0.2f", d);
- if (comp) {
- char key2[128];
- snprintf(key2, sizeof(key2), "%s%c", key, comp);
- av_dict_set(metadata, key2, value, 0);
- } else {
- av_dict_set(metadata, key, value, 0);
- }
- }
- static void ssim_4x4xn_16bit(const uint8_t *main8, ptrdiff_t main_stride,
- const uint8_t *ref8, ptrdiff_t ref_stride,
- int64_t (*sums)[4], int width)
- {
- const uint16_t *main16 = (const uint16_t *)main8;
- const uint16_t *ref16 = (const uint16_t *)ref8;
- int x, y, z;
- main_stride >>= 1;
- ref_stride >>= 1;
- for (z = 0; z < width; z++) {
- uint64_t s1 = 0, s2 = 0, ss = 0, s12 = 0;
- for (y = 0; y < 4; y++) {
- for (x = 0; x < 4; x++) {
- unsigned a = main16[x + y * main_stride];
- unsigned b = ref16[x + y * ref_stride];
- s1 += a;
- s2 += b;
- ss += a*a;
- ss += b*b;
- s12 += a*b;
- }
- }
- sums[z][0] = s1;
- sums[z][1] = s2;
- sums[z][2] = ss;
- sums[z][3] = s12;
- main16 += 4;
- ref16 += 4;
- }
- }
- static void ssim_4x4xn_8bit(const uint8_t *main, ptrdiff_t main_stride,
- const uint8_t *ref, ptrdiff_t ref_stride,
- int (*sums)[4], int width)
- {
- int x, y, z;
- for (z = 0; z < width; z++) {
- uint32_t s1 = 0, s2 = 0, ss = 0, s12 = 0;
- for (y = 0; y < 4; y++) {
- for (x = 0; x < 4; x++) {
- int a = main[x + y * main_stride];
- int b = ref[x + y * ref_stride];
- s1 += a;
- s2 += b;
- ss += a*a;
- ss += b*b;
- s12 += a*b;
- }
- }
- sums[z][0] = s1;
- sums[z][1] = s2;
- sums[z][2] = ss;
- sums[z][3] = s12;
- main += 4;
- ref += 4;
- }
- }
- static float ssim_end1x(int64_t s1, int64_t s2, int64_t ss, int64_t s12, int max)
- {
- int64_t ssim_c1 = (int64_t)(.01*.01*max*max*64 + .5);
- int64_t ssim_c2 = (int64_t)(.03*.03*max*max*64*63 + .5);
- int64_t fs1 = s1;
- int64_t fs2 = s2;
- int64_t fss = ss;
- int64_t fs12 = s12;
- int64_t vars = fss * 64 - fs1 * fs1 - fs2 * fs2;
- int64_t covar = fs12 * 64 - fs1 * fs2;
- return (float)(2 * fs1 * fs2 + ssim_c1) * (float)(2 * covar + ssim_c2)
- / ((float)(fs1 * fs1 + fs2 * fs2 + ssim_c1) * (float)(vars + ssim_c2));
- }
- static float ssim_end1(int s1, int s2, int ss, int s12)
- {
- static const int ssim_c1 = (int)(.01*.01*255*255*64 + .5);
- static const int ssim_c2 = (int)(.03*.03*255*255*64*63 + .5);
- int fs1 = s1;
- int fs2 = s2;
- int fss = ss;
- int fs12 = s12;
- int vars = fss * 64 - fs1 * fs1 - fs2 * fs2;
- int covar = fs12 * 64 - fs1 * fs2;
- return (float)(2 * fs1 * fs2 + ssim_c1) * (float)(2 * covar + ssim_c2)
- / ((float)(fs1 * fs1 + fs2 * fs2 + ssim_c1) * (float)(vars + ssim_c2));
- }
- static float ssim_endn_16bit(const int64_t (*sum0)[4], const int64_t (*sum1)[4], int width, int max)
- {
- float ssim = 0.0;
- int i;
- for (i = 0; i < width; i++)
- ssim += ssim_end1x(sum0[i][0] + sum0[i + 1][0] + sum1[i][0] + sum1[i + 1][0],
- sum0[i][1] + sum0[i + 1][1] + sum1[i][1] + sum1[i + 1][1],
- sum0[i][2] + sum0[i + 1][2] + sum1[i][2] + sum1[i + 1][2],
- sum0[i][3] + sum0[i + 1][3] + sum1[i][3] + sum1[i + 1][3],
- max);
- return ssim;
- }
- static float ssim_endn_8bit(const int (*sum0)[4], const int (*sum1)[4], int width)
- {
- float ssim = 0.0;
- int i;
- for (i = 0; i < width; i++)
- ssim += ssim_end1(sum0[i][0] + sum0[i + 1][0] + sum1[i][0] + sum1[i + 1][0],
- sum0[i][1] + sum0[i + 1][1] + sum1[i][1] + sum1[i + 1][1],
- sum0[i][2] + sum0[i + 1][2] + sum1[i][2] + sum1[i + 1][2],
- sum0[i][3] + sum0[i + 1][3] + sum1[i][3] + sum1[i + 1][3]);
- return ssim;
- }
- #define SUM_LEN(w) (((w) >> 2) + 3)
- static float ssim_plane_16bit(SSIMDSPContext *dsp,
- uint8_t *main, int main_stride,
- uint8_t *ref, int ref_stride,
- int width, int height, void *temp,
- int max)
- {
- int z = 0, y;
- float ssim = 0.0;
- int64_t (*sum0)[4] = temp;
- int64_t (*sum1)[4] = sum0 + SUM_LEN(width);
- width >>= 2;
- height >>= 2;
- for (y = 1; y < height; y++) {
- for (; z <= y; z++) {
- FFSWAP(void*, sum0, sum1);
- ssim_4x4xn_16bit(&main[4 * z * main_stride], main_stride,
- &ref[4 * z * ref_stride], ref_stride,
- sum0, width);
- }
- ssim += ssim_endn_16bit((const int64_t (*)[4])sum0, (const int64_t (*)[4])sum1, width - 1, max);
- }
- return ssim / ((height - 1) * (width - 1));
- }
- static float ssim_plane(SSIMDSPContext *dsp,
- uint8_t *main, int main_stride,
- uint8_t *ref, int ref_stride,
- int width, int height, void *temp,
- int max)
- {
- int z = 0, y;
- float ssim = 0.0;
- int (*sum0)[4] = temp;
- int (*sum1)[4] = sum0 + SUM_LEN(width);
- width >>= 2;
- height >>= 2;
- for (y = 1; y < height; y++) {
- for (; z <= y; z++) {
- FFSWAP(void*, sum0, sum1);
- dsp->ssim_4x4_line(&main[4 * z * main_stride], main_stride,
- &ref[4 * z * ref_stride], ref_stride,
- sum0, width);
- }
- ssim += dsp->ssim_end_line((const int (*)[4])sum0, (const int (*)[4])sum1, width - 1);
- }
- return ssim / ((height - 1) * (width - 1));
- }
- static double ssim_db(double ssim, double weight)
- {
- return 10 * log10(weight / (weight - ssim));
- }
- static int do_ssim(FFFrameSync *fs)
- {
- AVFilterContext *ctx = fs->parent;
- SSIMContext *s = ctx->priv;
- AVFrame *master, *ref;
- AVDictionary **metadata;
- float c[4], ssimv = 0.0;
- int ret, i;
- ret = ff_framesync_dualinput_get(fs, &master, &ref);
- if (ret < 0)
- return ret;
- if (!ref)
- return ff_filter_frame(ctx->outputs[0], master);
- metadata = &master->metadata;
- s->nb_frames++;
- for (i = 0; i < s->nb_components; i++) {
- c[i] = s->ssim_plane(&s->dsp, master->data[i], master->linesize[i],
- ref->data[i], ref->linesize[i],
- s->planewidth[i], s->planeheight[i], s->temp,
- s->max);
- ssimv += s->coefs[i] * c[i];
- s->ssim[i] += c[i];
- }
- for (i = 0; i < s->nb_components; i++) {
- int cidx = s->is_rgb ? s->rgba_map[i] : i;
- set_meta(metadata, "lavfi.ssim.", s->comps[i], c[cidx]);
- }
- s->ssim_total += ssimv;
- set_meta(metadata, "lavfi.ssim.All", 0, ssimv);
- set_meta(metadata, "lavfi.ssim.dB", 0, ssim_db(ssimv, 1.0));
- if (s->stats_file) {
- fprintf(s->stats_file, "n:%"PRId64" ", s->nb_frames);
- for (i = 0; i < s->nb_components; i++) {
- int cidx = s->is_rgb ? s->rgba_map[i] : i;
- fprintf(s->stats_file, "%c:%f ", s->comps[i], c[cidx]);
- }
- fprintf(s->stats_file, "All:%f (%f)\n", ssimv, ssim_db(ssimv, 1.0));
- }
- return ff_filter_frame(ctx->outputs[0], master);
- }
- static av_cold int init(AVFilterContext *ctx)
- {
- SSIMContext *s = ctx->priv;
- if (s->stats_file_str) {
- if (!strcmp(s->stats_file_str, "-")) {
- s->stats_file = stdout;
- } else {
- s->stats_file = fopen(s->stats_file_str, "w");
- if (!s->stats_file) {
- int err = AVERROR(errno);
- char buf[128];
- av_strerror(err, buf, sizeof(buf));
- av_log(ctx, AV_LOG_ERROR, "Could not open stats file %s: %s\n",
- s->stats_file_str, buf);
- return err;
- }
- }
- }
- s->fs.on_event = do_ssim;
- return 0;
- }
- static int query_formats(AVFilterContext *ctx)
- {
- static const enum AVPixelFormat pix_fmts[] = {
- AV_PIX_FMT_GRAY8, AV_PIX_FMT_GRAY9, AV_PIX_FMT_GRAY10,
- AV_PIX_FMT_GRAY12, AV_PIX_FMT_GRAY14, AV_PIX_FMT_GRAY16,
- AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P, AV_PIX_FMT_YUV444P,
- AV_PIX_FMT_YUV440P, AV_PIX_FMT_YUV411P, AV_PIX_FMT_YUV410P,
- AV_PIX_FMT_YUVJ411P, AV_PIX_FMT_YUVJ420P, AV_PIX_FMT_YUVJ422P,
- AV_PIX_FMT_YUVJ440P, AV_PIX_FMT_YUVJ444P,
- AV_PIX_FMT_GBRP,
- #define PF(suf) AV_PIX_FMT_YUV420##suf, AV_PIX_FMT_YUV422##suf, AV_PIX_FMT_YUV444##suf, AV_PIX_FMT_GBR##suf
- PF(P9), PF(P10), PF(P12), PF(P14), PF(P16),
- AV_PIX_FMT_NONE
- };
- AVFilterFormats *fmts_list = ff_make_format_list(pix_fmts);
- if (!fmts_list)
- return AVERROR(ENOMEM);
- return ff_set_common_formats(ctx, fmts_list);
- }
- static int config_input_ref(AVFilterLink *inlink)
- {
- const AVPixFmtDescriptor *desc = av_pix_fmt_desc_get(inlink->format);
- AVFilterContext *ctx = inlink->dst;
- SSIMContext *s = ctx->priv;
- int sum = 0, i;
- s->nb_components = desc->nb_components;
- if (ctx->inputs[0]->w != ctx->inputs[1]->w ||
- ctx->inputs[0]->h != ctx->inputs[1]->h) {
- av_log(ctx, AV_LOG_ERROR, "Width and height of input videos must be same.\n");
- return AVERROR(EINVAL);
- }
- if (ctx->inputs[0]->format != ctx->inputs[1]->format) {
- av_log(ctx, AV_LOG_ERROR, "Inputs must be of same pixel format.\n");
- return AVERROR(EINVAL);
- }
- s->is_rgb = ff_fill_rgba_map(s->rgba_map, inlink->format) >= 0;
- s->comps[0] = s->is_rgb ? 'R' : 'Y';
- s->comps[1] = s->is_rgb ? 'G' : 'U';
- s->comps[2] = s->is_rgb ? 'B' : 'V';
- s->comps[3] = 'A';
- s->planeheight[1] = s->planeheight[2] = AV_CEIL_RSHIFT(inlink->h, desc->log2_chroma_h);
- s->planeheight[0] = s->planeheight[3] = inlink->h;
- s->planewidth[1] = s->planewidth[2] = AV_CEIL_RSHIFT(inlink->w, desc->log2_chroma_w);
- s->planewidth[0] = s->planewidth[3] = inlink->w;
- for (i = 0; i < s->nb_components; i++)
- sum += s->planeheight[i] * s->planewidth[i];
- for (i = 0; i < s->nb_components; i++)
- s->coefs[i] = (double) s->planeheight[i] * s->planewidth[i] / sum;
- s->temp = av_mallocz_array(2 * SUM_LEN(inlink->w), (desc->comp[0].depth > 8) ? sizeof(int64_t[4]) : sizeof(int[4]));
- if (!s->temp)
- return AVERROR(ENOMEM);
- s->max = (1 << desc->comp[0].depth) - 1;
- s->ssim_plane = desc->comp[0].depth > 8 ? ssim_plane_16bit : ssim_plane;
- s->dsp.ssim_4x4_line = ssim_4x4xn_8bit;
- s->dsp.ssim_end_line = ssim_endn_8bit;
- if (ARCH_X86)
- ff_ssim_init_x86(&s->dsp);
- return 0;
- }
- static int config_output(AVFilterLink *outlink)
- {
- AVFilterContext *ctx = outlink->src;
- SSIMContext *s = ctx->priv;
- AVFilterLink *mainlink = ctx->inputs[0];
- int ret;
- ret = ff_framesync_init_dualinput(&s->fs, ctx);
- if (ret < 0)
- return ret;
- outlink->w = mainlink->w;
- outlink->h = mainlink->h;
- outlink->time_base = mainlink->time_base;
- outlink->sample_aspect_ratio = mainlink->sample_aspect_ratio;
- outlink->frame_rate = mainlink->frame_rate;
- if ((ret = ff_framesync_configure(&s->fs)) < 0)
- return ret;
- return 0;
- }
- static int activate(AVFilterContext *ctx)
- {
- SSIMContext *s = ctx->priv;
- return ff_framesync_activate(&s->fs);
- }
- static av_cold void uninit(AVFilterContext *ctx)
- {
- SSIMContext *s = ctx->priv;
- if (s->nb_frames > 0) {
- char buf[256];
- int i;
- buf[0] = 0;
- for (i = 0; i < s->nb_components; i++) {
- int c = s->is_rgb ? s->rgba_map[i] : i;
- av_strlcatf(buf, sizeof(buf), " %c:%f (%f)", s->comps[i], s->ssim[c] / s->nb_frames,
- ssim_db(s->ssim[c], s->nb_frames));
- }
- av_log(ctx, AV_LOG_INFO, "SSIM%s All:%f (%f)\n", buf,
- s->ssim_total / s->nb_frames, ssim_db(s->ssim_total, s->nb_frames));
- }
- ff_framesync_uninit(&s->fs);
- if (s->stats_file && s->stats_file != stdout)
- fclose(s->stats_file);
- av_freep(&s->temp);
- }
- static const AVFilterPad ssim_inputs[] = {
- {
- .name = "main",
- .type = AVMEDIA_TYPE_VIDEO,
- },{
- .name = "reference",
- .type = AVMEDIA_TYPE_VIDEO,
- .config_props = config_input_ref,
- },
- { NULL }
- };
- static const AVFilterPad ssim_outputs[] = {
- {
- .name = "default",
- .type = AVMEDIA_TYPE_VIDEO,
- .config_props = config_output,
- },
- { NULL }
- };
- AVFilter ff_vf_ssim = {
- .name = "ssim",
- .description = NULL_IF_CONFIG_SMALL("Calculate the SSIM between two video streams."),
- .preinit = ssim_framesync_preinit,
- .init = init,
- .uninit = uninit,
- .query_formats = query_formats,
- .activate = activate,
- .priv_size = sizeof(SSIMContext),
- .priv_class = &ssim_class,
- .inputs = ssim_inputs,
- .outputs = ssim_outputs,
- };
|