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/* | |
* Copyright (c) 2003-2013 Loren Merritt | |
* | |
* This program is free software; you can redistribute it and/or modify | |
* it under the terms of the GNU General Public License as published by | |
* the Free Software Foundation; either version 2 of the License, or | |
* (at your option) any later version. | |
* | |
* This program 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 General Public License for more details. | |
* | |
* You should have received a copy of the GNU General Public License | |
* along with this program; if not, write to the Free Software | |
* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110 USA | |
*/ | |
/* | |
* tiny_ssim.c | |
* Computes the Structural Similarity Metric between two rawYV12 video files. | |
* 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. | |
*/ | |
typedef uint8_t pixel; | |
/**************************************************************************** | |
* structural similarity metric | |
****************************************************************************/ | |
static void ssim_4x4x2_core( const pixel *pix1, intptr_t stride1, | |
const pixel *pix2, intptr_t stride2, | |
int sums[2][4] ) | |
{ | |
int x,y,z; | |
for( z = 0; z < 2; 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 = pix1[x+y*stride1]; | |
int b = pix2[x+y*stride2]; | |
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; | |
pix1 += 4; | |
pix2 += 4; | |
} | |
} | |
static float ssim_end1( int s1, int s2, int ss, int s12 ) | |
{ | |
/* Maximum value for 10-bit is: ss*64 = (2^10-1)^2*16*4*64 = 4286582784, which will overflow in some cases. | |
* s1*s1, s2*s2, and s1*s2 also obtain this value for edge cases: ((2^10-1)*16*4)^2 = 4286582784. | |
* Maximum value for 9-bit is: ss*64 = (2^9-1)^2*16*4*64 = 1069551616, which will not overflow. */ | |
typedef float type; | |
static const float ssim_c1 = .01*.01*PIXEL_MAX*PIXEL_MAX*64; | |
static const float ssim_c2 = .03*.03*PIXEL_MAX*PIXEL_MAX*64*63; | |
typedef int type; | |
static const int ssim_c1 = (int)(.01*.01*PIXEL_MAX*PIXEL_MAX*64 + .5); | |
static const int ssim_c2 = (int)(.03*.03*PIXEL_MAX*PIXEL_MAX*64*63 + .5); | |
type fs1 = s1; | |
type fs2 = s2; | |
type fss = ss; | |
type fs12 = s12; | |
type vars = fss*64 - fs1*fs1 - fs2*fs2; | |
type 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_end4( int sum0[5][4], int sum1[5][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; | |
} | |
float ssim_plane( | |
pixel *pix1, intptr_t stride1, | |
pixel *pix2, intptr_t stride2, | |
int width, int height, void *buf, int *cnt ) | |
{ | |
int z = 0; | |
int x, y; | |
float ssim = 0.0; | |
int (*sum0)[4] = buf; | |
int (*sum1)[4] = sum0 + (width >> 2) + 3; | |
width >>= 2; | |
height >>= 2; | |
for( y = 1; y < height; y++ ) | |
{ | |
for( ; z <= y; z++ ) | |
{ | |
FFSWAP( void*, sum0, sum1 ); | |
for( x = 0; x < width; x+=2 ) | |
ssim_4x4x2_core( &pix1[4*(x+z*stride1)], stride1, &pix2[4*(x+z*stride2)], stride2, &sum0[x] ); | |
} | |
for( x = 0; x < width-1; x += 4 ) | |
ssim += ssim_end4( sum0+x, sum1+x, FFMIN(4,width-x-1) ); | |
} | |
// *cnt = (height-1) * (width-1); | |
return ssim / ((height-1) * (width-1)); | |
} | |
uint64_t ssd_plane( const uint8_t *pix1, const uint8_t *pix2, int size ) | |
{ | |
uint64_t ssd = 0; | |
int i; | |
for( i=0; i<size; i++ ) | |
{ | |
int d = pix1[i] - pix2[i]; | |
ssd += d*d; | |
} | |
return ssd; | |
} | |
static double ssd_to_psnr( uint64_t ssd, uint64_t denom ) | |
{ | |
return -10*log((double)ssd/(denom*255*255))/log(10); | |
} | |
static double ssim_db( double ssim, double weight ) | |
{ | |
return 10*(log(weight)/log(10)-log(weight-ssim)/log(10)); | |
} | |
static void print_results(uint64_t ssd[3], double ssim[3], int frames, int w, int h) | |
{ | |
printf( "PSNR Y:%.3f U:%.3f V:%.3f All:%.3f | ", | |
ssd_to_psnr( ssd[0], (uint64_t)frames*w*h ), | |
ssd_to_psnr( ssd[1], (uint64_t)frames*w*h/4 ), | |
ssd_to_psnr( ssd[2], (uint64_t)frames*w*h/4 ), | |
ssd_to_psnr( ssd[0] + ssd[1] + ssd[2], (uint64_t)frames*w*h*3/2 ) ); | |
printf( "SSIM Y:%.5f U:%.5f V:%.5f All:%.5f (%.5f)", | |
ssim[0] / frames, | |
ssim[1] / frames, | |
ssim[2] / frames, | |
(ssim[0]*4 + ssim[1] + ssim[2]) / (frames*6), | |
ssim_db(ssim[0] * 4 + ssim[1] + ssim[2], frames*6)); | |
} | |
int main(int argc, char* argv[]) | |
{ | |
FILE *f[2]; | |
uint8_t *buf[2], *plane[2][3]; | |
int *temp; | |
uint64_t ssd[3] = {0,0,0}; | |
double ssim[3] = {0,0,0}; | |
int frame_size, w, h; | |
int frames, seek; | |
int i; | |
if( argc<4 || 2 != sscanf(argv[3], "%dx%d", &w, &h) ) | |
{ | |
printf("tiny_ssim <file1.yuv> <file2.yuv> <width>x<height> [<seek>]\n"); | |
return -1; | |
} | |
f[0] = fopen(argv[1], "rb"); | |
f[1] = fopen(argv[2], "rb"); | |
sscanf(argv[3], "%dx%d", &w, &h); | |
if (w<=0 || h<=0 || w*(int64_t)h >= INT_MAX/3 || 2LL*w+12 >= INT_MAX / sizeof(*temp)) { | |
fprintf(stderr, "Dimensions are too large, or invalid\n"); | |
return -2; | |
} | |
frame_size = w*h*3LL/2; | |
for( i=0; i<2; i++ ) | |
{ | |
buf[i] = malloc(frame_size); | |
plane[i][0] = buf[i]; | |
plane[i][1] = plane[i][0] + w*h; | |
plane[i][2] = plane[i][1] + w*h/4; | |
} | |
temp = malloc((2*w+12)*sizeof(*temp)); | |
seek = argc<5 ? 0 : atoi(argv[4]); | |
fseek(f[seek<0], seek < 0 ? -seek : seek, SEEK_SET); | |
for( frames=0;; frames++ ) | |
{ | |
uint64_t ssd_one[3]; | |
double ssim_one[3]; | |
if( fread(buf[0], frame_size, 1, f[0]) != 1) break; | |
if( fread(buf[1], frame_size, 1, f[1]) != 1) break; | |
for( i=0; i<3; i++ ) | |
{ | |
ssd_one[i] = ssd_plane ( plane[0][i], plane[1][i], w*h>>2*!!i ); | |
ssim_one[i] = ssim_plane( plane[0][i], w>>!!i, | |
plane[1][i], w>>!!i, | |
w>>!!i, h>>!!i, temp, NULL ); | |
ssd[i] += ssd_one[i]; | |
ssim[i] += ssim_one[i]; | |
} | |
printf("Frame %d | ", frames); | |
print_results(ssd_one, ssim_one, 1, w, h); | |
printf(" \r"); | |
fflush(stdout); | |
} | |
if( !frames ) return 0; | |
printf("Total %d frames | ", frames); | |
print_results(ssd, ssim, frames, w, h); | |
printf("\n"); | |
return 0; | |
} | |