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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 Xuf883b422016-08-30 14:01:10 -070028#if CONFIG_AOM_HIGHBITDEPTH
Yaowu Xuc27fc142016-08-22 16:08:15 -070029#define SSIM_C1_10 (1023 * 1023 * 0.01 * 0.01)
30#define SSIM_C1_12 (4095 * 4095 * 0.01 * 0.01)
31#define SSIM_C2_10 (1023 * 1023 * 0.03 * 0.03)
32#define SSIM_C2_12 (4095 * 4095 * 0.03 * 0.03)
33#endif
34#define FS_MINI(_a, _b) ((_a) < (_b) ? (_a) : (_b))
35#define FS_MAXI(_a, _b) ((_a) > (_b) ? (_a) : (_b))
36
37struct fs_level {
38 uint32_t *im1;
39 uint32_t *im2;
40 double *ssim;
41 int w;
42 int h;
43};
44
45struct fs_ctx {
46 fs_level *level;
47 int nlevels;
48 unsigned *col_buf;
49};
50
51static void fs_ctx_init(fs_ctx *_ctx, int _w, int _h, int _nlevels) {
52 unsigned char *data;
53 size_t data_size;
54 int lw;
55 int lh;
56 int l;
57 lw = (_w + 1) >> 1;
58 lh = (_h + 1) >> 1;
59 data_size =
60 _nlevels * sizeof(fs_level) + 2 * (lw + 8) * 8 * sizeof(*_ctx->col_buf);
61 for (l = 0; l < _nlevels; l++) {
62 size_t im_size;
63 size_t level_size;
64 im_size = lw * (size_t)lh;
65 level_size = 2 * im_size * sizeof(*_ctx->level[l].im1);
66 level_size += sizeof(*_ctx->level[l].ssim) - 1;
67 level_size /= sizeof(*_ctx->level[l].ssim);
68 level_size += im_size;
69 level_size *= sizeof(*_ctx->level[l].ssim);
70 data_size += level_size;
71 lw = (lw + 1) >> 1;
72 lh = (lh + 1) >> 1;
73 }
74 data = (unsigned char *)malloc(data_size);
75 _ctx->level = (fs_level *)data;
76 _ctx->nlevels = _nlevels;
77 data += _nlevels * sizeof(*_ctx->level);
78 lw = (_w + 1) >> 1;
79 lh = (_h + 1) >> 1;
80 for (l = 0; l < _nlevels; l++) {
81 size_t im_size;
82 size_t level_size;
83 _ctx->level[l].w = lw;
84 _ctx->level[l].h = lh;
85 im_size = lw * (size_t)lh;
86 level_size = 2 * im_size * sizeof(*_ctx->level[l].im1);
87 level_size += sizeof(*_ctx->level[l].ssim) - 1;
88 level_size /= sizeof(*_ctx->level[l].ssim);
89 level_size *= sizeof(*_ctx->level[l].ssim);
90 _ctx->level[l].im1 = (uint32_t *)data;
91 _ctx->level[l].im2 = _ctx->level[l].im1 + im_size;
92 data += level_size;
93 _ctx->level[l].ssim = (double *)data;
94 data += im_size * sizeof(*_ctx->level[l].ssim);
95 lw = (lw + 1) >> 1;
96 lh = (lh + 1) >> 1;
97 }
98 _ctx->col_buf = (unsigned *)data;
99}
100
101static void fs_ctx_clear(fs_ctx *_ctx) { free(_ctx->level); }
102
103static void fs_downsample_level(fs_ctx *_ctx, int _l) {
104 const uint32_t *src1;
105 const uint32_t *src2;
106 uint32_t *dst1;
107 uint32_t *dst2;
108 int w2;
109 int h2;
110 int w;
111 int h;
112 int i;
113 int j;
114 w = _ctx->level[_l].w;
115 h = _ctx->level[_l].h;
116 dst1 = _ctx->level[_l].im1;
117 dst2 = _ctx->level[_l].im2;
118 w2 = _ctx->level[_l - 1].w;
119 h2 = _ctx->level[_l - 1].h;
120 src1 = _ctx->level[_l - 1].im1;
121 src2 = _ctx->level[_l - 1].im2;
122 for (j = 0; j < h; j++) {
123 int j0offs;
124 int j1offs;
125 j0offs = 2 * j * w2;
126 j1offs = FS_MINI(2 * j + 1, h2) * w2;
127 for (i = 0; i < w; i++) {
128 int i0;
129 int i1;
130 i0 = 2 * i;
131 i1 = FS_MINI(i0 + 1, w2);
132 dst1[j * w + i] = src1[j0offs + i0] + src1[j0offs + i1] +
133 src1[j1offs + i0] + src1[j1offs + i1];
134 dst2[j * w + i] = src2[j0offs + i0] + src2[j0offs + i1] +
135 src2[j1offs + i0] + src2[j1offs + i1];
136 }
137 }
138}
139
140static void fs_downsample_level0(fs_ctx *_ctx, const uint8_t *_src1,
141 int _s1ystride, const uint8_t *_src2,
142 int _s2ystride, int _w, int _h, uint32_t bd,
143 uint32_t shift) {
144 uint32_t *dst1;
145 uint32_t *dst2;
146 int w;
147 int h;
148 int i;
149 int j;
150 w = _ctx->level[0].w;
151 h = _ctx->level[0].h;
152 dst1 = _ctx->level[0].im1;
153 dst2 = _ctx->level[0].im2;
154 for (j = 0; j < h; j++) {
155 int j0;
156 int j1;
157 j0 = 2 * j;
158 j1 = FS_MINI(j0 + 1, _h);
159 for (i = 0; i < w; i++) {
160 int i0;
161 int i1;
162 i0 = 2 * i;
163 i1 = FS_MINI(i0 + 1, _w);
164 if (bd == 8 && shift == 0) {
165 dst1[j * w + i] =
166 _src1[j0 * _s1ystride + i0] + _src1[j0 * _s1ystride + i1] +
167 _src1[j1 * _s1ystride + i0] + _src1[j1 * _s1ystride + i1];
168 dst2[j * w + i] =
169 _src2[j0 * _s2ystride + i0] + _src2[j0 * _s2ystride + i1] +
170 _src2[j1 * _s2ystride + i0] + _src2[j1 * _s2ystride + i1];
171 } else {
172 uint16_t *src1s = CONVERT_TO_SHORTPTR(_src1);
173 uint16_t *src2s = CONVERT_TO_SHORTPTR(_src2);
174 dst1[j * w + i] = (src1s[j0 * _s1ystride + i0] >> shift) +
175 (src1s[j0 * _s1ystride + i1] >> shift) +
176 (src1s[j1 * _s1ystride + i0] >> shift) +
177 (src1s[j1 * _s1ystride + i1] >> shift);
178 dst2[j * w + i] = (src2s[j0 * _s2ystride + i0] >> shift) +
179 (src2s[j0 * _s2ystride + i1] >> shift) +
180 (src2s[j1 * _s2ystride + i0] >> shift) +
181 (src2s[j1 * _s2ystride + i1] >> shift);
182 }
183 }
184 }
185}
186
187static void fs_apply_luminance(fs_ctx *_ctx, int _l, int bit_depth) {
188 unsigned *col_sums_x;
189 unsigned *col_sums_y;
190 uint32_t *im1;
191 uint32_t *im2;
192 double *ssim;
193 double c1;
194 int w;
195 int h;
196 int j0offs;
197 int j1offs;
198 int i;
199 int j;
200 double ssim_c1 = SSIM_C1;
Yaowu Xuf883b422016-08-30 14:01:10 -0700201#if CONFIG_AOM_HIGHBITDEPTH
Yaowu Xuc27fc142016-08-22 16:08:15 -0700202 if (bit_depth == 10) ssim_c1 = SSIM_C1_10;
203 if (bit_depth == 12) ssim_c1 = SSIM_C1_12;
204#else
205 assert(bit_depth == 8);
Yaowu Xu9c01aa12016-09-01 14:32:49 -0700206 (void)bit_depth;
Yaowu Xuc27fc142016-08-22 16:08:15 -0700207#endif
208 w = _ctx->level[_l].w;
209 h = _ctx->level[_l].h;
210 col_sums_x = _ctx->col_buf;
211 col_sums_y = col_sums_x + w;
212 im1 = _ctx->level[_l].im1;
213 im2 = _ctx->level[_l].im2;
214 for (i = 0; i < w; i++) col_sums_x[i] = 5 * im1[i];
215 for (i = 0; i < w; i++) col_sums_y[i] = 5 * im2[i];
216 for (j = 1; j < 4; j++) {
217 j1offs = FS_MINI(j, h - 1) * w;
218 for (i = 0; i < w; i++) col_sums_x[i] += im1[j1offs + i];
219 for (i = 0; i < w; i++) col_sums_y[i] += im2[j1offs + i];
220 }
221 ssim = _ctx->level[_l].ssim;
222 c1 = (double)(ssim_c1 * 4096 * (1 << 4 * _l));
223 for (j = 0; j < h; j++) {
224 unsigned mux;
225 unsigned muy;
226 int i0;
227 int i1;
228 mux = 5 * col_sums_x[0];
229 muy = 5 * col_sums_y[0];
230 for (i = 1; i < 4; i++) {
231 i1 = FS_MINI(i, w - 1);
232 mux += col_sums_x[i1];
233 muy += col_sums_y[i1];
234 }
235 for (i = 0; i < w; i++) {
236 ssim[j * w + i] *= (2 * mux * (double)muy + c1) /
237 (mux * (double)mux + muy * (double)muy + c1);
238 if (i + 1 < w) {
239 i0 = FS_MAXI(0, i - 4);
240 i1 = FS_MINI(i + 4, w - 1);
241 mux += col_sums_x[i1] - col_sums_x[i0];
242 muy += col_sums_x[i1] - col_sums_x[i0];
243 }
244 }
245 if (j + 1 < h) {
246 j0offs = FS_MAXI(0, j - 4) * w;
247 for (i = 0; i < w; i++) col_sums_x[i] -= im1[j0offs + i];
248 for (i = 0; i < w; i++) col_sums_y[i] -= im2[j0offs + i];
249 j1offs = FS_MINI(j + 4, h - 1) * w;
250 for (i = 0; i < w; i++) col_sums_x[i] += im1[j1offs + i];
251 for (i = 0; i < w; i++) col_sums_y[i] += im2[j1offs + i];
252 }
253 }
254}
255
256#define FS_COL_SET(_col, _joffs, _ioffs) \
257 do { \
258 unsigned gx; \
259 unsigned gy; \
260 gx = gx_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
261 gy = gy_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
262 col_sums_gx2[(_col)] = gx * (double)gx; \
263 col_sums_gy2[(_col)] = gy * (double)gy; \
264 col_sums_gxgy[(_col)] = gx * (double)gy; \
265 } while (0)
266
267#define FS_COL_ADD(_col, _joffs, _ioffs) \
268 do { \
269 unsigned gx; \
270 unsigned gy; \
271 gx = gx_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
272 gy = gy_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
273 col_sums_gx2[(_col)] += gx * (double)gx; \
274 col_sums_gy2[(_col)] += gy * (double)gy; \
275 col_sums_gxgy[(_col)] += gx * (double)gy; \
276 } while (0)
277
278#define FS_COL_SUB(_col, _joffs, _ioffs) \
279 do { \
280 unsigned gx; \
281 unsigned gy; \
282 gx = gx_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
283 gy = gy_buf[((j + (_joffs)) & 7) * stride + i + (_ioffs)]; \
284 col_sums_gx2[(_col)] -= gx * (double)gx; \
285 col_sums_gy2[(_col)] -= gy * (double)gy; \
286 col_sums_gxgy[(_col)] -= gx * (double)gy; \
287 } while (0)
288
289#define FS_COL_COPY(_col1, _col2) \
290 do { \
291 col_sums_gx2[(_col1)] = col_sums_gx2[(_col2)]; \
292 col_sums_gy2[(_col1)] = col_sums_gy2[(_col2)]; \
293 col_sums_gxgy[(_col1)] = col_sums_gxgy[(_col2)]; \
294 } while (0)
295
296#define FS_COL_HALVE(_col1, _col2) \
297 do { \
298 col_sums_gx2[(_col1)] = col_sums_gx2[(_col2)] * 0.5; \
299 col_sums_gy2[(_col1)] = col_sums_gy2[(_col2)] * 0.5; \
300 col_sums_gxgy[(_col1)] = col_sums_gxgy[(_col2)] * 0.5; \
301 } while (0)
302
303#define FS_COL_DOUBLE(_col1, _col2) \
304 do { \
305 col_sums_gx2[(_col1)] = col_sums_gx2[(_col2)] * 2; \
306 col_sums_gy2[(_col1)] = col_sums_gy2[(_col2)] * 2; \
307 col_sums_gxgy[(_col1)] = col_sums_gxgy[(_col2)] * 2; \
308 } while (0)
309
310static void fs_calc_structure(fs_ctx *_ctx, int _l, int bit_depth) {
311 uint32_t *im1;
312 uint32_t *im2;
313 unsigned *gx_buf;
314 unsigned *gy_buf;
315 double *ssim;
316 double col_sums_gx2[8];
317 double col_sums_gy2[8];
318 double col_sums_gxgy[8];
319 double c2;
320 int stride;
321 int w;
322 int h;
323 int i;
324 int j;
325 double ssim_c2 = SSIM_C2;
Yaowu Xuf883b422016-08-30 14:01:10 -0700326#if CONFIG_AOM_HIGHBITDEPTH
Yaowu Xuc27fc142016-08-22 16:08:15 -0700327 if (bit_depth == 10) ssim_c2 = SSIM_C2_10;
328 if (bit_depth == 12) ssim_c2 = SSIM_C2_12;
329#else
330 assert(bit_depth == 8);
Yaowu Xu9c01aa12016-09-01 14:32:49 -0700331 (void)bit_depth;
Yaowu Xuc27fc142016-08-22 16:08:15 -0700332#endif
333
334 w = _ctx->level[_l].w;
335 h = _ctx->level[_l].h;
336 im1 = _ctx->level[_l].im1;
337 im2 = _ctx->level[_l].im2;
338 ssim = _ctx->level[_l].ssim;
339 gx_buf = _ctx->col_buf;
340 stride = w + 8;
341 gy_buf = gx_buf + 8 * stride;
342 memset(gx_buf, 0, 2 * 8 * stride * sizeof(*gx_buf));
343 c2 = ssim_c2 * (1 << 4 * _l) * 16 * 104;
344 for (j = 0; j < h + 4; j++) {
345 if (j < h - 1) {
346 for (i = 0; i < w - 1; i++) {
347 unsigned g1;
348 unsigned g2;
349 unsigned gx;
350 unsigned gy;
351 g1 = abs((int)im1[(j + 1) * w + i + 1] - (int)im1[j * w + i]);
352 g2 = abs((int)im1[(j + 1) * w + i] - (int)im1[j * w + i + 1]);
353 gx = 4 * FS_MAXI(g1, g2) + FS_MINI(g1, g2);
354 g1 = abs((int)im2[(j + 1) * w + i + 1] - (int)im2[j * w + i]);
355 g2 = abs((int)im2[(j + 1) * w + i] - (int)im2[j * w + i + 1]);
356 gy = 4 * FS_MAXI(g1, g2) + FS_MINI(g1, g2);
357 gx_buf[(j & 7) * stride + i + 4] = gx;
358 gy_buf[(j & 7) * stride + i + 4] = gy;
359 }
360 } else {
361 memset(gx_buf + (j & 7) * stride, 0, stride * sizeof(*gx_buf));
362 memset(gy_buf + (j & 7) * stride, 0, stride * sizeof(*gy_buf));
363 }
364 if (j >= 4) {
365 int k;
366 col_sums_gx2[3] = col_sums_gx2[2] = col_sums_gx2[1] = col_sums_gx2[0] = 0;
367 col_sums_gy2[3] = col_sums_gy2[2] = col_sums_gy2[1] = col_sums_gy2[0] = 0;
368 col_sums_gxgy[3] = col_sums_gxgy[2] = col_sums_gxgy[1] =
369 col_sums_gxgy[0] = 0;
370 for (i = 4; i < 8; i++) {
371 FS_COL_SET(i, -1, 0);
372 FS_COL_ADD(i, 0, 0);
373 for (k = 1; k < 8 - i; k++) {
374 FS_COL_DOUBLE(i, i);
375 FS_COL_ADD(i, -k - 1, 0);
376 FS_COL_ADD(i, k, 0);
377 }
378 }
379 for (i = 0; i < w; i++) {
380 double mugx2;
381 double mugy2;
382 double mugxgy;
383 mugx2 = col_sums_gx2[0];
384 for (k = 1; k < 8; k++) mugx2 += col_sums_gx2[k];
385 mugy2 = col_sums_gy2[0];
386 for (k = 1; k < 8; k++) mugy2 += col_sums_gy2[k];
387 mugxgy = col_sums_gxgy[0];
388 for (k = 1; k < 8; k++) mugxgy += col_sums_gxgy[k];
389 ssim[(j - 4) * w + i] = (2 * mugxgy + c2) / (mugx2 + mugy2 + c2);
390 if (i + 1 < w) {
391 FS_COL_SET(0, -1, 1);
392 FS_COL_ADD(0, 0, 1);
393 FS_COL_SUB(2, -3, 2);
394 FS_COL_SUB(2, 2, 2);
395 FS_COL_HALVE(1, 2);
396 FS_COL_SUB(3, -4, 3);
397 FS_COL_SUB(3, 3, 3);
398 FS_COL_HALVE(2, 3);
399 FS_COL_COPY(3, 4);
400 FS_COL_DOUBLE(4, 5);
401 FS_COL_ADD(4, -4, 5);
402 FS_COL_ADD(4, 3, 5);
403 FS_COL_DOUBLE(5, 6);
404 FS_COL_ADD(5, -3, 6);
405 FS_COL_ADD(5, 2, 6);
406 FS_COL_DOUBLE(6, 7);
407 FS_COL_ADD(6, -2, 7);
408 FS_COL_ADD(6, 1, 7);
409 FS_COL_SET(7, -1, 8);
410 FS_COL_ADD(7, 0, 8);
411 }
412 }
413 }
414 }
415}
416
417#define FS_NLEVELS (4)
418
419/*These weights were derived from the default weights found in Wang's original
420 Matlab implementation: {0.0448, 0.2856, 0.2363, 0.1333}.
421 We drop the finest scale and renormalize the rest to sum to 1.*/
422
423static const double FS_WEIGHTS[FS_NLEVELS] = {
424 0.2989654541015625, 0.3141326904296875, 0.2473602294921875, 0.1395416259765625
425};
426
427static double fs_average(fs_ctx *_ctx, int _l) {
428 double *ssim;
429 double ret;
430 int w;
431 int h;
432 int i;
433 int j;
434 w = _ctx->level[_l].w;
435 h = _ctx->level[_l].h;
436 ssim = _ctx->level[_l].ssim;
437 ret = 0;
438 for (j = 0; j < h; j++)
439 for (i = 0; i < w; i++) ret += ssim[j * w + i];
440 return pow(ret / (w * h), FS_WEIGHTS[_l]);
441}
442
443static double convert_ssim_db(double _ssim, double _weight) {
444 assert(_weight >= _ssim);
445 if ((_weight - _ssim) < 1e-10) return MAX_SSIM_DB;
446 return 10 * (log10(_weight) - log10(_weight - _ssim));
447}
448
449static double calc_ssim(const uint8_t *_src, int _systride, const uint8_t *_dst,
450 int _dystride, int _w, int _h, uint32_t _bd,
451 uint32_t _shift) {
452 fs_ctx ctx;
453 double ret;
454 int l;
455 ret = 1;
456 fs_ctx_init(&ctx, _w, _h, FS_NLEVELS);
457 fs_downsample_level0(&ctx, _src, _systride, _dst, _dystride, _w, _h, _bd,
458 _shift);
459 for (l = 0; l < FS_NLEVELS - 1; l++) {
460 fs_calc_structure(&ctx, l, _bd);
461 ret *= fs_average(&ctx, l);
462 fs_downsample_level(&ctx, l + 1);
463 }
464 fs_calc_structure(&ctx, l, _bd);
465 fs_apply_luminance(&ctx, l, _bd);
466 ret *= fs_average(&ctx, l);
467 fs_ctx_clear(&ctx);
468 return ret;
469}
470
Yaowu Xuf883b422016-08-30 14:01:10 -0700471double aom_calc_fastssim(const YV12_BUFFER_CONFIG *source,
Yaowu Xuc27fc142016-08-22 16:08:15 -0700472 const YV12_BUFFER_CONFIG *dest, double *ssim_y,
473 double *ssim_u, double *ssim_v, uint32_t bd,
474 uint32_t in_bd) {
475 double ssimv;
476 uint32_t bd_shift = 0;
Yaowu Xuf883b422016-08-30 14:01:10 -0700477 aom_clear_system_state();
Yaowu Xuc27fc142016-08-22 16:08:15 -0700478 assert(bd >= in_bd);
Yaowu Xu9c01aa12016-09-01 14:32:49 -0700479
Yaowu Xuc27fc142016-08-22 16:08:15 -0700480 bd_shift = bd - in_bd;
481
482 *ssim_y = calc_ssim(source->y_buffer, source->y_stride, dest->y_buffer,
483 dest->y_stride, source->y_crop_width,
484 source->y_crop_height, in_bd, bd_shift);
485 *ssim_u = calc_ssim(source->u_buffer, source->uv_stride, dest->u_buffer,
486 dest->uv_stride, source->uv_crop_width,
487 source->uv_crop_height, in_bd, bd_shift);
488 *ssim_v = calc_ssim(source->v_buffer, source->uv_stride, dest->v_buffer,
489 dest->uv_stride, source->uv_crop_width,
490 source->uv_crop_height, in_bd, bd_shift);
Yaowu Xuc27fc142016-08-22 16:08:15 -0700491 ssimv = (*ssim_y) * .8 + .1 * ((*ssim_u) + (*ssim_v));
492 return convert_ssim_db(ssimv, 1.0);
493}