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Yaowu Xuc27fc142016-08-22 16:08:15 -07001/*
Yaowu Xu9c01aa12016-09-01 14:32:49 -07002 * Copyright (c) 2016, Alliance for Open Media. All rights reserved
Yaowu Xuc27fc142016-08-22 16:08:15 -07003 *
Yaowu Xu9c01aa12016-09-01 14:32:49 -07004 * This source code is subject to the terms of the BSD 2 Clause License and
5 * the Alliance for Open Media Patent License 1.0. If the BSD 2 Clause License
6 * was not distributed with this source code in the LICENSE file, you can
7 * obtain it at www.aomedia.org/license/software. If the Alliance for Open
8 * Media Patent License 1.0 was not distributed with this source code in the
9 * PATENTS file, you can obtain it at www.aomedia.org/license/patent.
Yaowu Xuc27fc142016-08-22 16:08:15 -070010 *
11 * This code was originally written by: Nathan E. Egge, at the Daala
12 * project.
13 */
14#include <assert.h>
15#include <math.h>
16#include <stdlib.h>
17#include <string.h>
Yaowu Xuf883b422016-08-30 14:01:10 -070018#include "./aom_config.h"
19#include "./aom_dsp_rtcd.h"
Yaowu Xuc27fc142016-08-22 16:08:15 -070020#include "aom_dsp/ssim.h"
21#include "aom_ports/system_state.h"
22
23typedef struct fs_level fs_level;
24typedef struct fs_ctx fs_ctx;
25
26#define SSIM_C1 (255 * 255 * 0.01 * 0.01)
27#define SSIM_C2 (255 * 255 * 0.03 * 0.03)
Yaowu Xuc27fc142016-08-22 16:08:15 -070028#define SSIM_C1_10 (1023 * 1023 * 0.01 * 0.01)
29#define SSIM_C1_12 (4095 * 4095 * 0.01 * 0.01)
30#define SSIM_C2_10 (1023 * 1023 * 0.03 * 0.03)
31#define SSIM_C2_12 (4095 * 4095 * 0.03 * 0.03)
Yaowu Xud3e7c682017-12-21 14:08:25 -080032
Yaowu Xuc27fc142016-08-22 16:08:15 -070033#define FS_MINI(_a, _b) ((_a) < (_b) ? (_a) : (_b))
34#define FS_MAXI(_a, _b) ((_a) > (_b) ? (_a) : (_b))
35
36struct fs_level {
37 uint32_t *im1;
38 uint32_t *im2;
39 double *ssim;
40 int w;
41 int h;
42};
43
44struct fs_ctx {
45 fs_level *level;
46 int nlevels;
47 unsigned *col_buf;
48};
49
50static void fs_ctx_init(fs_ctx *_ctx, int _w, int _h, int _nlevels) {
51 unsigned char *data;
52 size_t data_size;
53 int lw;
54 int lh;
55 int l;
56 lw = (_w + 1) >> 1;
57 lh = (_h + 1) >> 1;
58 data_size =
59 _nlevels * sizeof(fs_level) + 2 * (lw + 8) * 8 * sizeof(*_ctx->col_buf);
60 for (l = 0; l < _nlevels; l++) {
61 size_t im_size;
62 size_t level_size;
63 im_size = lw * (size_t)lh;
64 level_size = 2 * im_size * sizeof(*_ctx->level[l].im1);
65 level_size += sizeof(*_ctx->level[l].ssim) - 1;
66 level_size /= sizeof(*_ctx->level[l].ssim);
67 level_size += im_size;
68 level_size *= sizeof(*_ctx->level[l].ssim);
69 data_size += level_size;
70 lw = (lw + 1) >> 1;
71 lh = (lh + 1) >> 1;
72 }
73 data = (unsigned char *)malloc(data_size);
74 _ctx->level = (fs_level *)data;
75 _ctx->nlevels = _nlevels;
76 data += _nlevels * sizeof(*_ctx->level);
77 lw = (_w + 1) >> 1;
78 lh = (_h + 1) >> 1;
79 for (l = 0; l < _nlevels; l++) {
80 size_t im_size;
81 size_t level_size;
82 _ctx->level[l].w = lw;
83 _ctx->level[l].h = lh;
84 im_size = lw * (size_t)lh;
85 level_size = 2 * im_size * sizeof(*_ctx->level[l].im1);
86 level_size += sizeof(*_ctx->level[l].ssim) - 1;
87 level_size /= sizeof(*_ctx->level[l].ssim);
88 level_size *= sizeof(*_ctx->level[l].ssim);
89 _ctx->level[l].im1 = (uint32_t *)data;
90 _ctx->level[l].im2 = _ctx->level[l].im1 + im_size;
91 data += level_size;
92 _ctx->level[l].ssim = (double *)data;
93 data += im_size * sizeof(*_ctx->level[l].ssim);
94 lw = (lw + 1) >> 1;
95 lh = (lh + 1) >> 1;
96 }
97 _ctx->col_buf = (unsigned *)data;
98}
99
100static void fs_ctx_clear(fs_ctx *_ctx) { free(_ctx->level); }
101
102static void fs_downsample_level(fs_ctx *_ctx, int _l) {
103 const uint32_t *src1;
104 const uint32_t *src2;
105 uint32_t *dst1;
106 uint32_t *dst2;
107 int w2;
108 int h2;
109 int w;
110 int h;
111 int i;
112 int j;
113 w = _ctx->level[_l].w;
114 h = _ctx->level[_l].h;
115 dst1 = _ctx->level[_l].im1;
116 dst2 = _ctx->level[_l].im2;
117 w2 = _ctx->level[_l - 1].w;
118 h2 = _ctx->level[_l - 1].h;
119 src1 = _ctx->level[_l - 1].im1;
120 src2 = _ctx->level[_l - 1].im2;
121 for (j = 0; j < h; j++) {
122 int j0offs;
123 int j1offs;
124 j0offs = 2 * j * w2;
125 j1offs = FS_MINI(2 * j + 1, h2) * w2;
126 for (i = 0; i < w; i++) {
127 int i0;
128 int i1;
129 i0 = 2 * i;
130 i1 = FS_MINI(i0 + 1, w2);
131 dst1[j * w + i] = src1[j0offs + i0] + src1[j0offs + i1] +
132 src1[j1offs + i0] + src1[j1offs + i1];
133 dst2[j * w + i] = src2[j0offs + i0] + src2[j0offs + i1] +
134 src2[j1offs + i0] + src2[j1offs + i1];
135 }
136 }
137}
138
139static void fs_downsample_level0(fs_ctx *_ctx, const uint8_t *_src1,
140 int _s1ystride, const uint8_t *_src2,
141 int _s2ystride, int _w, int _h, uint32_t bd,
142 uint32_t shift) {
143 uint32_t *dst1;
144 uint32_t *dst2;
145 int w;
146 int h;
147 int i;
148 int j;
149 w = _ctx->level[0].w;
150 h = _ctx->level[0].h;
151 dst1 = _ctx->level[0].im1;
152 dst2 = _ctx->level[0].im2;
153 for (j = 0; j < h; j++) {
154 int j0;
155 int j1;
156 j0 = 2 * j;
157 j1 = FS_MINI(j0 + 1, _h);
158 for (i = 0; i < w; i++) {
159 int i0;
160 int i1;
161 i0 = 2 * i;
162 i1 = FS_MINI(i0 + 1, _w);
163 if (bd == 8 && shift == 0) {
164 dst1[j * w + i] =
165 _src1[j0 * _s1ystride + i0] + _src1[j0 * _s1ystride + i1] +
166 _src1[j1 * _s1ystride + i0] + _src1[j1 * _s1ystride + i1];
167 dst2[j * w + i] =
168 _src2[j0 * _s2ystride + i0] + _src2[j0 * _s2ystride + i1] +
169 _src2[j1 * _s2ystride + i0] + _src2[j1 * _s2ystride + i1];
170 } else {
171 uint16_t *src1s = CONVERT_TO_SHORTPTR(_src1);
172 uint16_t *src2s = CONVERT_TO_SHORTPTR(_src2);
173 dst1[j * w + i] = (src1s[j0 * _s1ystride + i0] >> shift) +
174 (src1s[j0 * _s1ystride + i1] >> shift) +
175 (src1s[j1 * _s1ystride + i0] >> shift) +
176 (src1s[j1 * _s1ystride + i1] >> shift);
177 dst2[j * w + i] = (src2s[j0 * _s2ystride + i0] >> shift) +
178 (src2s[j0 * _s2ystride + i1] >> shift) +
179 (src2s[j1 * _s2ystride + i0] >> shift) +
180 (src2s[j1 * _s2ystride + i1] >> shift);
181 }
182 }
183 }
184}
185
186static void fs_apply_luminance(fs_ctx *_ctx, int _l, int bit_depth) {
187 unsigned *col_sums_x;
188 unsigned *col_sums_y;
189 uint32_t *im1;
190 uint32_t *im2;
191 double *ssim;
192 double c1;
193 int w;
194 int h;
195 int j0offs;
196 int j1offs;
197 int i;
198 int j;
199 double ssim_c1 = SSIM_C1;
Yaowu Xud3e7c682017-12-21 14:08:25 -0800200
Yaowu Xuc27fc142016-08-22 16:08:15 -0700201 if (bit_depth == 10) ssim_c1 = SSIM_C1_10;
202 if (bit_depth == 12) ssim_c1 = SSIM_C1_12;
Yaowu Xud3e7c682017-12-21 14:08:25 -0800203
Yaowu Xuc27fc142016-08-22 16:08:15 -0700204 w = _ctx->level[_l].w;
205 h = _ctx->level[_l].h;
206 col_sums_x = _ctx->col_buf;
207 col_sums_y = col_sums_x + w;
208 im1 = _ctx->level[_l].im1;
209 im2 = _ctx->level[_l].im2;
210 for (i = 0; i < w; i++) col_sums_x[i] = 5 * im1[i];
211 for (i = 0; i < w; i++) col_sums_y[i] = 5 * im2[i];
212 for (j = 1; j < 4; j++) {
213 j1offs = FS_MINI(j, h - 1) * w;
214 for (i = 0; i < w; i++) col_sums_x[i] += im1[j1offs + i];
215 for (i = 0; i < w; i++) col_sums_y[i] += im2[j1offs + i];
216 }
217 ssim = _ctx->level[_l].ssim;
218 c1 = (double)(ssim_c1 * 4096 * (1 << 4 * _l));
219 for (j = 0; j < h; j++) {
220 unsigned mux;
221 unsigned muy;
222 int i0;
223 int i1;
224 mux = 5 * col_sums_x[0];
225 muy = 5 * col_sums_y[0];
226 for (i = 1; i < 4; i++) {
227 i1 = FS_MINI(i, w - 1);
228 mux += col_sums_x[i1];
229 muy += col_sums_y[i1];
230 }
231 for (i = 0; i < w; i++) {
232 ssim[j * w + i] *= (2 * mux * (double)muy + c1) /
233 (mux * (double)mux + muy * (double)muy + c1);
234 if (i + 1 < w) {
235 i0 = FS_MAXI(0, i - 4);
236 i1 = FS_MINI(i + 4, w - 1);
237 mux += col_sums_x[i1] - col_sums_x[i0];
238 muy += col_sums_x[i1] - col_sums_x[i0];
239 }
240 }
241 if (j + 1 < h) {
242 j0offs = FS_MAXI(0, j - 4) * w;
243 for (i = 0; i < w; i++) col_sums_x[i] -= im1[j0offs + i];
244 for (i = 0; i < w; i++) col_sums_y[i] -= im2[j0offs + i];
245 j1offs = FS_MINI(j + 4, h - 1) * w;
246 for (i = 0; i < w; i++) col_sums_x[i] += im1[j1offs + i];
247 for (i = 0; i < w; i++) col_sums_y[i] += im2[j1offs + i];
248 }
249 }
250}
251
252#define FS_COL_SET(_col, _joffs, _ioffs) \
253 do { \
254 unsigned gx; \
255 unsigned gy; \
256 gx = gx_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
257 gy = gy_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
258 col_sums_gx2[(_col)] = gx * (double)gx; \
259 col_sums_gy2[(_col)] = gy * (double)gy; \
260 col_sums_gxgy[(_col)] = gx * (double)gy; \
261 } while (0)
262
263#define FS_COL_ADD(_col, _joffs, _ioffs) \
264 do { \
265 unsigned gx; \
266 unsigned gy; \
267 gx = gx_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
268 gy = gy_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
269 col_sums_gx2[(_col)] += gx * (double)gx; \
270 col_sums_gy2[(_col)] += gy * (double)gy; \
271 col_sums_gxgy[(_col)] += gx * (double)gy; \
272 } while (0)
273
274#define FS_COL_SUB(_col, _joffs, _ioffs) \
275 do { \
276 unsigned gx; \
277 unsigned gy; \
278 gx = gx_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
279 gy = gy_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
280 col_sums_gx2[(_col)] -= gx * (double)gx; \
281 col_sums_gy2[(_col)] -= gy * (double)gy; \
282 col_sums_gxgy[(_col)] -= gx * (double)gy; \
283 } while (0)
284
285#define FS_COL_COPY(_col1, _col2) \
286 do { \
287 col_sums_gx2[(_col1)] = col_sums_gx2[(_col2)]; \
288 col_sums_gy2[(_col1)] = col_sums_gy2[(_col2)]; \
289 col_sums_gxgy[(_col1)] = col_sums_gxgy[(_col2)]; \
290 } while (0)
291
292#define FS_COL_HALVE(_col1, _col2) \
293 do { \
294 col_sums_gx2[(_col1)] = col_sums_gx2[(_col2)] * 0.5; \
295 col_sums_gy2[(_col1)] = col_sums_gy2[(_col2)] * 0.5; \
296 col_sums_gxgy[(_col1)] = col_sums_gxgy[(_col2)] * 0.5; \
297 } while (0)
298
299#define FS_COL_DOUBLE(_col1, _col2) \
300 do { \
301 col_sums_gx2[(_col1)] = col_sums_gx2[(_col2)] * 2; \
302 col_sums_gy2[(_col1)] = col_sums_gy2[(_col2)] * 2; \
303 col_sums_gxgy[(_col1)] = col_sums_gxgy[(_col2)] * 2; \
304 } while (0)
305
306static void fs_calc_structure(fs_ctx *_ctx, int _l, int bit_depth) {
307 uint32_t *im1;
308 uint32_t *im2;
309 unsigned *gx_buf;
310 unsigned *gy_buf;
311 double *ssim;
312 double col_sums_gx2[8];
313 double col_sums_gy2[8];
314 double col_sums_gxgy[8];
315 double c2;
316 int stride;
317 int w;
318 int h;
319 int i;
320 int j;
321 double ssim_c2 = SSIM_C2;
Yaowu Xuc27fc142016-08-22 16:08:15 -0700322 if (bit_depth == 10) ssim_c2 = SSIM_C2_10;
323 if (bit_depth == 12) ssim_c2 = SSIM_C2_12;
Yaowu Xuc27fc142016-08-22 16:08:15 -0700324
325 w = _ctx->level[_l].w;
326 h = _ctx->level[_l].h;
327 im1 = _ctx->level[_l].im1;
328 im2 = _ctx->level[_l].im2;
329 ssim = _ctx->level[_l].ssim;
330 gx_buf = _ctx->col_buf;
331 stride = w + 8;
332 gy_buf = gx_buf + 8 * stride;
333 memset(gx_buf, 0, 2 * 8 * stride * sizeof(*gx_buf));
334 c2 = ssim_c2 * (1 << 4 * _l) * 16 * 104;
335 for (j = 0; j < h + 4; j++) {
336 if (j < h - 1) {
337 for (i = 0; i < w - 1; i++) {
338 unsigned g1;
339 unsigned g2;
340 unsigned gx;
341 unsigned gy;
342 g1 = abs((int)im1[(j + 1) * w + i + 1] - (int)im1[j * w + i]);
343 g2 = abs((int)im1[(j + 1) * w + i] - (int)im1[j * w + i + 1]);
344 gx = 4 * FS_MAXI(g1, g2) + FS_MINI(g1, g2);
345 g1 = abs((int)im2[(j + 1) * w + i + 1] - (int)im2[j * w + i]);
346 g2 = abs((int)im2[(j + 1) * w + i] - (int)im2[j * w + i + 1]);
347 gy = 4 * FS_MAXI(g1, g2) + FS_MINI(g1, g2);
348 gx_buf[(j & 7) * stride + i + 4] = gx;
349 gy_buf[(j & 7) * stride + i + 4] = gy;
350 }
351 } else {
352 memset(gx_buf + (j & 7) * stride, 0, stride * sizeof(*gx_buf));
353 memset(gy_buf + (j & 7) * stride, 0, stride * sizeof(*gy_buf));
354 }
355 if (j >= 4) {
356 int k;
357 col_sums_gx2[3] = col_sums_gx2[2] = col_sums_gx2[1] = col_sums_gx2[0] = 0;
358 col_sums_gy2[3] = col_sums_gy2[2] = col_sums_gy2[1] = col_sums_gy2[0] = 0;
359 col_sums_gxgy[3] = col_sums_gxgy[2] = col_sums_gxgy[1] =
360 col_sums_gxgy[0] = 0;
361 for (i = 4; i < 8; i++) {
362 FS_COL_SET(i, -1, 0);
363 FS_COL_ADD(i, 0, 0);
364 for (k = 1; k < 8 - i; k++) {
365 FS_COL_DOUBLE(i, i);
366 FS_COL_ADD(i, -k - 1, 0);
367 FS_COL_ADD(i, k, 0);
368 }
369 }
370 for (i = 0; i < w; i++) {
371 double mugx2;
372 double mugy2;
373 double mugxgy;
374 mugx2 = col_sums_gx2[0];
375 for (k = 1; k < 8; k++) mugx2 += col_sums_gx2[k];
376 mugy2 = col_sums_gy2[0];
377 for (k = 1; k < 8; k++) mugy2 += col_sums_gy2[k];
378 mugxgy = col_sums_gxgy[0];
379 for (k = 1; k < 8; k++) mugxgy += col_sums_gxgy[k];
380 ssim[(j - 4) * w + i] = (2 * mugxgy + c2) / (mugx2 + mugy2 + c2);
381 if (i + 1 < w) {
382 FS_COL_SET(0, -1, 1);
383 FS_COL_ADD(0, 0, 1);
384 FS_COL_SUB(2, -3, 2);
385 FS_COL_SUB(2, 2, 2);
386 FS_COL_HALVE(1, 2);
387 FS_COL_SUB(3, -4, 3);
388 FS_COL_SUB(3, 3, 3);
389 FS_COL_HALVE(2, 3);
390 FS_COL_COPY(3, 4);
391 FS_COL_DOUBLE(4, 5);
392 FS_COL_ADD(4, -4, 5);
393 FS_COL_ADD(4, 3, 5);
394 FS_COL_DOUBLE(5, 6);
395 FS_COL_ADD(5, -3, 6);
396 FS_COL_ADD(5, 2, 6);
397 FS_COL_DOUBLE(6, 7);
398 FS_COL_ADD(6, -2, 7);
399 FS_COL_ADD(6, 1, 7);
400 FS_COL_SET(7, -1, 8);
401 FS_COL_ADD(7, 0, 8);
402 }
403 }
404 }
405 }
406}
407
408#define FS_NLEVELS (4)
409
410/*These weights were derived from the default weights found in Wang's original
411 Matlab implementation: {0.0448, 0.2856, 0.2363, 0.1333}.
412 We drop the finest scale and renormalize the rest to sum to 1.*/
413
414static const double FS_WEIGHTS[FS_NLEVELS] = {
415 0.2989654541015625, 0.3141326904296875, 0.2473602294921875, 0.1395416259765625
416};
417
418static double fs_average(fs_ctx *_ctx, int _l) {
419 double *ssim;
420 double ret;
421 int w;
422 int h;
423 int i;
424 int j;
425 w = _ctx->level[_l].w;
426 h = _ctx->level[_l].h;
427 ssim = _ctx->level[_l].ssim;
428 ret = 0;
429 for (j = 0; j < h; j++)
430 for (i = 0; i < w; i++) ret += ssim[j * w + i];
431 return pow(ret / (w * h), FS_WEIGHTS[_l]);
432}
433
434static double convert_ssim_db(double _ssim, double _weight) {
435 assert(_weight >= _ssim);
436 if ((_weight - _ssim) < 1e-10) return MAX_SSIM_DB;
437 return 10 * (log10(_weight) - log10(_weight - _ssim));
438}
439
440static double calc_ssim(const uint8_t *_src, int _systride, const uint8_t *_dst,
441 int _dystride, int _w, int _h, uint32_t _bd,
442 uint32_t _shift) {
443 fs_ctx ctx;
444 double ret;
445 int l;
446 ret = 1;
447 fs_ctx_init(&ctx, _w, _h, FS_NLEVELS);
448 fs_downsample_level0(&ctx, _src, _systride, _dst, _dystride, _w, _h, _bd,
449 _shift);
450 for (l = 0; l < FS_NLEVELS - 1; l++) {
451 fs_calc_structure(&ctx, l, _bd);
452 ret *= fs_average(&ctx, l);
453 fs_downsample_level(&ctx, l + 1);
454 }
455 fs_calc_structure(&ctx, l, _bd);
456 fs_apply_luminance(&ctx, l, _bd);
457 ret *= fs_average(&ctx, l);
458 fs_ctx_clear(&ctx);
459 return ret;
460}
461
Yaowu Xuf883b422016-08-30 14:01:10 -0700462double aom_calc_fastssim(const YV12_BUFFER_CONFIG *source,
Yaowu Xuc27fc142016-08-22 16:08:15 -0700463 const YV12_BUFFER_CONFIG *dest, double *ssim_y,
464 double *ssim_u, double *ssim_v, uint32_t bd,
465 uint32_t in_bd) {
466 double ssimv;
467 uint32_t bd_shift = 0;
Yaowu Xuf883b422016-08-30 14:01:10 -0700468 aom_clear_system_state();
Yaowu Xuc27fc142016-08-22 16:08:15 -0700469 assert(bd >= in_bd);
Yaowu Xu9c01aa12016-09-01 14:32:49 -0700470
Yaowu Xuc27fc142016-08-22 16:08:15 -0700471 bd_shift = bd - in_bd;
472
473 *ssim_y = calc_ssim(source->y_buffer, source->y_stride, dest->y_buffer,
474 dest->y_stride, source->y_crop_width,
475 source->y_crop_height, in_bd, bd_shift);
476 *ssim_u = calc_ssim(source->u_buffer, source->uv_stride, dest->u_buffer,
477 dest->uv_stride, source->uv_crop_width,
478 source->uv_crop_height, in_bd, bd_shift);
479 *ssim_v = calc_ssim(source->v_buffer, source->uv_stride, dest->v_buffer,
480 dest->uv_stride, source->uv_crop_width,
481 source->uv_crop_height, in_bd, bd_shift);
Yaowu Xuc27fc142016-08-22 16:08:15 -0700482 ssimv = (*ssim_y) * .8 + .1 * ((*ssim_u) + (*ssim_v));
483 return convert_ssim_db(ssimv, 1.0);
484}