ffmpeg/libavfilter/vf_ssim.c

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/*
* 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"
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#include "framesync.h"
#include "internal.h"
#include "ssim.h"
#include "video.h"
typedef struct SSIMContext {
const AVClass *class;
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FFFrameSync fs;
FILE *stats_file;
char *stats_file_str;
int nb_components;
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int nb_threads;
int max;
uint64_t nb_frames;
double ssim[4], ssim_total;
char comps[4];
double coefs[4];
uint8_t rgba_map[4];
int planewidth[4];
int planeheight[4];
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int **temp;
int is_rgb;
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double **score;
int (*ssim_plane)(AVFilterContext *ctx, void *arg,
int jobnr, int nb_jobs);
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 }
};
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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), "%f", 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 double ssim_endn_8bit(const int (*sum0)[4], const int (*sum1)[4], int width)
{
double 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)
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typedef struct ThreadData {
const uint8_t *main_data[4];
const uint8_t *ref_data[4];
int main_linesize[4];
int ref_linesize[4];
int planewidth[4];
int planeheight[4];
double **score;
int **temp;
int nb_components;
int max;
SSIMDSPContext *dsp;
} ThreadData;
static int ssim_plane_16bit(AVFilterContext *ctx, void *arg,
int jobnr, int nb_jobs)
{
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ThreadData *td = arg;
double *score = td->score[jobnr];
void *temp = td->temp[jobnr];
const int max = td->max;
for (int c = 0; c < td->nb_components; c++) {
const uint8_t *main_data = td->main_data[c];
const uint8_t *ref_data = td->ref_data[c];
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const int main_stride = td->main_linesize[c];
const int ref_stride = td->ref_linesize[c];
int width = td->planewidth[c];
int height = td->planeheight[c];
const int slice_start = ((height >> 2) * jobnr) / nb_jobs;
const int slice_end = ((height >> 2) * (jobnr+1)) / nb_jobs;
const int ystart = FFMAX(1, slice_start);
int z = ystart - 1;
double ssim = 0.0;
int64_t (*sum0)[4] = temp;
int64_t (*sum1)[4] = sum0 + SUM_LEN(width);
width >>= 2;
height >>= 2;
for (int y = ystart; y < slice_end; y++) {
for (; z <= y; z++) {
FFSWAP(void*, sum0, sum1);
ssim_4x4xn_16bit(&main_data[4 * z * main_stride], main_stride,
&ref_data[4 * z * ref_stride], ref_stride,
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sum0, width);
}
ssim += ssim_endn_16bit((const int64_t (*)[4])sum0, (const int64_t (*)[4])sum1, width - 1, max);
}
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score[c] = ssim;
}
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return 0;
}
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static int ssim_plane(AVFilterContext *ctx, void *arg,
int jobnr, int nb_jobs)
{
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ThreadData *td = arg;
double *score = td->score[jobnr];
void *temp = td->temp[jobnr];
SSIMDSPContext *dsp = td->dsp;
for (int c = 0; c < td->nb_components; c++) {
const uint8_t *main_data = td->main_data[c];
const uint8_t *ref_data = td->ref_data[c];
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const int main_stride = td->main_linesize[c];
const int ref_stride = td->ref_linesize[c];
int width = td->planewidth[c];
int height = td->planeheight[c];
const int slice_start = ((height >> 2) * jobnr) / nb_jobs;
const int slice_end = ((height >> 2) * (jobnr+1)) / nb_jobs;
const int ystart = FFMAX(1, slice_start);
int z = ystart - 1;
double ssim = 0.0;
int (*sum0)[4] = temp;
int (*sum1)[4] = sum0 + SUM_LEN(width);
width >>= 2;
height >>= 2;
for (int y = ystart; y < slice_end; y++) {
for (; z <= y; z++) {
FFSWAP(void*, sum0, sum1);
dsp->ssim_4x4_line(&main_data[4 * z * main_stride], main_stride,
&ref_data[4 * z * ref_stride], ref_stride,
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sum0, width);
}
ssim += dsp->ssim_end_line((const int (*)[4])sum0, (const int (*)[4])sum1, width - 1);
}
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score[c] = ssim;
}
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return 0;
}
static double ssim_db(double ssim, double weight)
{
return (fabs(weight - ssim) > 1e-9) ? 10.0 * log10(weight / (weight - ssim)) : INFINITY;
}
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static int do_ssim(FFFrameSync *fs)
{
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AVFilterContext *ctx = fs->parent;
SSIMContext *s = ctx->priv;
AVFrame *master, *ref;
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AVDictionary **metadata;
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double c[4] = {0}, ssimv = 0.0;
ThreadData td;
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int ret, i;
ret = ff_framesync_dualinput_get(fs, &master, &ref);
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if (ret < 0)
return ret;
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if (ctx->is_disabled || !ref)
return ff_filter_frame(ctx->outputs[0], master);
metadata = &master->metadata;
s->nb_frames++;
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td.nb_components = s->nb_components;
td.dsp = &s->dsp;
td.score = s->score;
td.temp = s->temp;
td.max = s->max;
for (int n = 0; n < s->nb_components; n++) {
td.main_data[n] = master->data[n];
td.ref_data[n] = ref->data[n];
td.main_linesize[n] = master->linesize[n];
td.ref_linesize[n] = ref->linesize[n];
td.planewidth[n] = s->planewidth[n];
td.planeheight[n] = s->planeheight[n];
}
ff_filter_execute(ctx, s->ssim_plane, &td, NULL,
FFMIN((s->planeheight[1] + 3) >> 2, s->nb_threads));
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for (i = 0; i < s->nb_components; i++) {
for (int j = 0; j < s->nb_threads; j++)
c[i] += s->score[j][i];
c[i] = c[i] / (((s->planewidth[i] >> 2) - 1) * ((s->planeheight[i] >> 2) - 1));
}
for (i = 0; i < s->nb_components; i++) {
ssimv += s->coefs[i] * c[i];
s->ssim[i] += c[i];
}
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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;
}
}
}
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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
};
return ff_set_common_formats_from_list(ctx, pix_fmts);
}
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;
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s->nb_threads = ff_filter_get_nb_threads(ctx);
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);
}
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;
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s->temp = av_calloc(s->nb_threads, sizeof(*s->temp));
if (!s->temp)
return AVERROR(ENOMEM);
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for (int t = 0; t < s->nb_threads; t++) {
s->temp[t] = av_calloc(2 * SUM_LEN(inlink->w), (desc->comp[0].depth > 8) ? sizeof(int64_t[4]) : sizeof(int[4]));
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if (!s->temp[t])
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);
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s->score = av_calloc(s->nb_threads, sizeof(*s->score));
if (!s->score)
return AVERROR(ENOMEM);
for (int t = 0; t < s->nb_threads; t++) {
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s->score[t] = av_calloc(s->nb_components, sizeof(*s->score[0]));
if (!s->score[t])
return AVERROR(ENOMEM);
}
return 0;
}
static int config_output(AVFilterLink *outlink)
{
AVFilterContext *ctx = outlink->src;
SSIMContext *s = ctx->priv;
AVFilterLink *mainlink = ctx->inputs[0];
int ret;
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ret = ff_framesync_init_dualinput(&s->fs, ctx);
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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;
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if ((ret = ff_framesync_configure(&s->fs)) < 0)
return ret;
outlink->time_base = s->fs.time_base;
if (av_cmp_q(mainlink->time_base, outlink->time_base) ||
av_cmp_q(ctx->inputs[1]->time_base, outlink->time_base))
av_log(ctx, AV_LOG_WARNING, "not matching timebases found between first input: %d/%d and second input %d/%d, results may be incorrect!\n",
mainlink->time_base.num, mainlink->time_base.den,
ctx->inputs[1]->time_base.num, ctx->inputs[1]->time_base.den);
return 0;
}
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static int activate(AVFilterContext *ctx)
{
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SSIMContext *s = ctx->priv;
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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;
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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));
}
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ff_framesync_uninit(&s->fs);
if (s->stats_file && s->stats_file != stdout)
fclose(s->stats_file);
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for (int t = 0; t < s->nb_threads && s->score; t++)
av_freep(&s->score[t]);
av_freep(&s->score);
for (int t = 0; t < s->nb_threads && s->temp; t++)
av_freep(&s->temp[t]);
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,
},
};
static const AVFilterPad ssim_outputs[] = {
{
.name = "default",
.type = AVMEDIA_TYPE_VIDEO,
.config_props = config_output,
},
};
const AVFilter ff_vf_ssim = {
.name = "ssim",
.description = NULL_IF_CONFIG_SMALL("Calculate the SSIM between two video streams."),
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.preinit = ssim_framesync_preinit,
.init = init,
.uninit = uninit,
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.activate = activate,
.priv_size = sizeof(SSIMContext),
.priv_class = &ssim_class,
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FILTER_INPUTS(ssim_inputs),
FILTER_OUTPUTS(ssim_outputs),
avfilter: Replace query_formats callback with union of list and callback If one looks at the many query_formats callbacks in existence, one will immediately recognize that there is one type of default callback for video and a slightly different default callback for audio: It is "return ff_set_common_formats_from_list(ctx, pix_fmts);" for video with a filter-specific pix_fmts list. For audio, it is the same with a filter-specific sample_fmts list together with ff_set_common_all_samplerates() and ff_set_common_all_channel_counts(). This commit allows to remove the boilerplate query_formats callbacks by replacing said callback with a union consisting the old callback and pointers for pixel and sample format arrays. For the not uncommon case in which these lists only contain a single entry (besides the sentinel) enum AVPixelFormat and enum AVSampleFormat fields are also added to the union to store them directly in the AVFilter, thereby avoiding a relocation. The state of said union will be contained in a new, dedicated AVFilter field (the nb_inputs and nb_outputs fields have been shrunk to uint8_t in order to create a hole for this new field; this is no problem, as the maximum of all the nb_inputs is four; for nb_outputs it is only two). The state's default value coincides with the earlier default of query_formats being unset, namely that the filter accepts all formats (and also sample rates and channel counts/layouts for audio) provided that these properties agree coincide for all inputs and outputs. By using different union members for audio and video filters the type-unsafety of using the same functions for audio and video lists will furthermore be more confined to formats.c than before. When the new fields are used, they will also avoid allocations: Currently something nearly equivalent to ff_default_query_formats() is called after every successful call to a query_formats callback; yet in the common case that the newly allocated AVFilterFormats are not used at all (namely if there are no free links) these newly allocated AVFilterFormats are freed again without ever being used. Filters no longer using the callback will not exhibit this any more. Reviewed-by: Paul B Mahol <onemda@gmail.com> Reviewed-by: Nicolas George <george@nsup.org> Signed-off-by: Andreas Rheinhardt <andreas.rheinhardt@outlook.com>
2021-09-27 10:07:35 +00:00
FILTER_QUERY_FUNC(query_formats),
2021-02-16 22:00:03 +00:00
.flags = AVFILTER_FLAG_SUPPORT_TIMELINE_INTERNAL | AVFILTER_FLAG_SLICE_THREADS,
};