1 /*
2 * Copyright (c) 2003-2013 Loren Merritt
3 *
4 * This program is free software; you can redistribute it and/or modify
5 * it under the terms of the GNU General Public License as published by
6 * the Free Software Foundation; either version 2 of the License, or
7 * (at your option) any later version.
8 *
9 * This program is distributed in the hope that it will be useful,
10 * but WITHOUT ANY WARRANTY; without even the implied warranty of
11 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
12 * GNU General Public License for more details.
13 *
14 * You should have received a copy of the GNU General Public License
15 * along with this program; if not, write to the Free Software
16 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110 USA
17 */
18 /*
19 * tiny_ssim.c
20 * Computes the Structural Similarity Metric between two rawYV12 video files.
21 * original algorithm:
22 * Z. Wang, A. C. Bovik, H. R. Sheikh and E. P. Simoncelli,
23 * "Image quality assessment: From error visibility to structural similarity,"
24 * IEEE Transactions on Image Processing, vol. 13, no. 4, pp. 600-612, Apr. 2004.
25 *
26 * To improve speed, this implementation uses the standard approximation of
27 * overlapped 8x8 block sums, rather than the original gaussian weights.
28 */
29
30 #include "config.h"
31 #include <inttypes.h>
33 #include <math.h>
34 #include <stdio.h>
35 #include <stdlib.h>
36
37 #define FFSWAP(type,a,b) do{type SWAP_tmp= b; b= a; a= SWAP_tmp;}while(0)
38 #define FFMIN(a,b) ((a) > (b) ? (b) : (a))
39
41 #define PIXEL_MAX ((1 << BIT_DEPTH)-1)
43
44 /****************************************************************************
45 * structural similarity metric
46 ****************************************************************************/
48 const pixel *pix2, intptr_t stride2,
49 int sums[2][4] )
50 {
52
53 for( z = 0; z < 2; z++ )
54 {
55 uint32_t
s1 = 0,
s2 = 0, ss = 0, s12 = 0;
56 for( y = 0; y < 4; y++ )
57 for( x = 0; x < 4; x++ )
58 {
59 int a = pix1[x+y*stride1];
60 int b = pix2[x+y*stride2];
66 }
69 sums[z][2] = ss;
70 sums[z][3] = s12;
71 pix1 += 4;
72 pix2 += 4;
73 }
74 }
75
77 {
78 /* Maximum value for 10-bit is: ss*64 = (2^10-1)^2*16*4*64 = 4286582784, which will overflow in some cases.
79 * s1*s1, s2*s2, and s1*s2 also obtain this value for edge cases: ((2^10-1)*16*4)^2 = 4286582784.
80 * Maximum value for 9-bit is: ss*64 = (2^9-1)^2*16*4*64 = 1069551616, which will not overflow. */
81 #if BIT_DEPTH > 9
82 #define type float
84 static const float ssim_c2 = .03*.03*PIXEL_MAX*PIXEL_MAX*64*63;
85 #else
86 #define type int
87 static const int ssim_c1 = (int)(.01*.01*PIXEL_MAX*PIXEL_MAX*64 + .5);
88 static const int ssim_c2 = (int)(.03*.03*PIXEL_MAX*PIXEL_MAX*64*63 + .5);
89 #endif
94 type vars = fss*64 - fs1*fs1 - fs2*fs2;
95 type covar = fs12*64 - fs1*fs2;
96 return (float)(2*fs1*fs2 + ssim_c1) * (float)(2*covar + ssim_c2)
97 / ((float)(fs1*fs1 + fs2*fs2 + ssim_c1) * (float)(vars + ssim_c2));
98 #undef type
99 }
100
102 {
103 float ssim = 0.0;
105
106 for( i = 0; i <
width; i++ )
107 ssim +=
ssim_end1( sum0[i][0] + sum0[i+1][0] + sum1[i][0] + sum1[i+1][0],
108 sum0[i][1] + sum0[i+1][1] + sum1[i][1] + sum1[i+1][1],
109 sum0[i][2] + sum0[i+1][2] + sum1[i][2] + sum1[i+1][2],
110 sum0[i][3] + sum0[i+1][3] + sum1[i][3] + sum1[i+1][3] );
111 return ssim;
112 }
113
115 pixel *pix1, intptr_t stride1,
116 pixel *pix2, intptr_t stride2,
118 {
119 int z = 0;
121 float ssim = 0.0;
122 int (*sum0)[4] =
buf;
123 int (*sum1)[4] = sum0 + (width >> 2) + 3;
124 width >>= 2;
125 height >>= 2;
126 for( y = 1; y <
height; y++ )
127 {
129 {
130 FFSWAP(
void*, sum0, sum1 );
131 for( x = 0; x <
width; x+=2 )
132 ssim_4x4x2_core( &pix1[4*(x+z*stride1)], stride1, &pix2[4*(x+z*stride2)], stride2, &sum0[x] );
133 }
134 for( x = 0; x < width-1; x += 4 )
136 }
137 // *cnt = (height-1) * (width-1);
138 return ssim / ((height-1) * (width-1));
139 }
140
141
143 {
144 uint64_t ssd = 0;
146 for( i=0; i<
size; i++ )
147 {
148 int d = pix1[
i] - pix2[
i];
149 ssd += d*d;
150 }
151 return ssd;
152 }
153
155 {
156 return -10*log((double)ssd/(denom*255*255))/log(10);
157 }
158
160 {
161 return 10*(log(weight)/log(10)-log(weight-ssim)/log(10));
162 }
163
164 static void print_results(uint64_t ssd[3],
double ssim[3],
int frames,
int w,
int h)
165 {
166 printf( "PSNR Y:%.3f U:%.3f V:%.3f All:%.3f | ",
170 ssd_to_psnr( ssd[0] + ssd[1] + ssd[2], (uint64_t)frames*w*h*3/2 ) );
171 printf( "SSIM Y:%.5f U:%.5f V:%.5f All:%.5f (%.5f)",
172 ssim[0] / frames,
173 ssim[1] / frames,
174 ssim[2] / frames,
175 (ssim[0]*4 + ssim[1] + ssim[2]) / (frames*6),
176 ssim_db(ssim[0] * 4 + ssim[1] + ssim[2], frames*6));
177 }
178
179 int main(
int argc,
char* argv[])
180 {
184 uint64_t ssd[3] = {0,0,0};
185 double ssim[3] = {0,0,0};
187 int frames, seek;
189
190 if( argc<4 || 2 != sscanf(argv[3], "%dx%d", &w, &h) )
191 {
192 printf("tiny_ssim <file1.yuv> <file2.yuv> <width>x<height> [<seek>]\n");
193 return -1;
194 }
195
196 f[0] = fopen(argv[1], "rb");
197 f[1] = fopen(argv[2], "rb");
198 sscanf(argv[3], "%dx%d", &w, &h);
199
200 if (w<=0 || h<=0 || w*(int64_t)h >= INT_MAX/3 || 2LL*w+12 >= INT_MAX / sizeof(*temp)) {
201 fprintf(stderr, "Dimensions are too large, or invalid\n");
202 return -2;
203 }
204
205 frame_size = w*h*3LL/2;
206 for( i=0; i<2; i++ )
207 {
208 buf[
i] = malloc(frame_size);
209 plane[
i][0] = buf[
i];
210 plane[
i][1] = plane[
i][0] + w*h;
211 plane[
i][2] = plane[
i][1] + w*h/4;
212 }
213 temp = malloc((2*w+12)*sizeof(*temp));
214 seek = argc<5 ? 0 : atoi(argv[4]);
215 fseek(f[seek<0], seek < 0 ? -seek : seek, SEEK_SET);
216
217 for( frames=0;; frames++ )
218 {
219 uint64_t ssd_one[3];
220 double ssim_one[3];
221 if( fread(buf[0], frame_size, 1, f[0]) != 1) break;
222 if( fread(buf[1], frame_size, 1, f[1]) != 1) break;
223 for( i=0; i<3; i++ )
224 {
225 ssd_one[
i] =
ssd_plane ( plane[0][i], plane[1][i], w*h>>2*!!i );
227 plane[1][i], w>>!!i,
228 w>>!!i, h>>!!i, temp,
NULL );
229 ssd[
i] += ssd_one[
i];
230 ssim[
i] += ssim_one[
i];
231 }
232
233 printf("Frame %d | ", frames);
235 printf(" \r");
236 fflush(stdout);
237 }
238
239 if( !frames ) return 0;
240
241 printf("Total %d frames | ", frames);
243 printf("\n");
244
245 return 0;
246 }