mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2011 The WebRTC project authors. All Rights Reserved. |
| 3 | * |
| 4 | * Use of this source code is governed by a BSD-style license |
| 5 | * that can be found in the LICENSE file in the root of the source |
| 6 | * tree. An additional intellectual property rights grant can be found |
| 7 | * in the file PATENTS. All contributing project authors may |
| 8 | * be found in the AUTHORS file in the root of the source tree. |
| 9 | */ |
| 10 | |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 11 | #include "video_metrics.h" |
| 12 | #include <algorithm> // min_element, max_element |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 13 | #include <cmath> |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 14 | #include <fstream> |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 15 | #include "system_wrappers/interface/cpu_features_wrapper.h" |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 16 | |
| 17 | // Calculates PSNR from MSE |
| 18 | static inline double CalcPsnr(double mse) { |
| 19 | // Formula: PSNR = 10 log (255^2 / MSE) = 20 log(255) - 10 log(MSE) |
| 20 | return 20.0 * std::log10(255.0) - 10.0 * std::log10(mse); |
| 21 | } |
| 22 | |
| 23 | // Used for calculating min and max values |
| 24 | static bool lessForFrameResultValue (const FrameResult& s1, const FrameResult& s2) { |
| 25 | return s1.value < s2.value; |
| 26 | } |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 27 | |
| 28 | WebRtc_Word32 |
| 29 | PsnrFromFiles(const WebRtc_Word8 *refFileName, const WebRtc_Word8 *testFileName, |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 30 | WebRtc_Word32 width, WebRtc_Word32 height, QualityMetricsResult *result) |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 31 | { |
| 32 | FILE *refFp = fopen(refFileName, "rb"); |
| 33 | if (refFp == NULL ) |
| 34 | { |
| 35 | // cannot open reference file |
| 36 | fprintf(stderr, "Cannot open file %s\n", refFileName); |
| 37 | return -1; |
| 38 | } |
| 39 | |
| 40 | FILE *testFp = fopen(testFileName, "rb"); |
| 41 | if (testFp == NULL ) |
| 42 | { |
| 43 | // cannot open test file |
| 44 | fprintf(stderr, "Cannot open file %s\n", testFileName); |
| 45 | return -2; |
| 46 | } |
| 47 | |
| 48 | double mse = 0.0; |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 49 | double mseSum = 0.0; |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 50 | WebRtc_Word32 frames = 0; |
| 51 | |
| 52 | // Allocating size for one I420 frame. |
| 53 | WebRtc_Word32 frameBytes = 3 * width * height >> 1; |
| 54 | WebRtc_UWord8 *ref = new WebRtc_UWord8[frameBytes]; |
| 55 | WebRtc_UWord8 *test = new WebRtc_UWord8[frameBytes]; |
| 56 | |
| 57 | WebRtc_Word32 refBytes = (WebRtc_Word32) fread(ref, 1, frameBytes, refFp); |
| 58 | WebRtc_Word32 testBytes = (WebRtc_Word32) fread(test, 1, frameBytes, testFp); |
| 59 | |
| 60 | while (refBytes == frameBytes && testBytes == frameBytes) |
| 61 | { |
| 62 | mse = 0.0; |
| 63 | |
| 64 | WebRtc_Word32 sh = 8; //boundary offset |
| 65 | for (WebRtc_Word32 k2 = sh; k2 < height - sh; k2++) |
| 66 | for (WebRtc_Word32 k = sh; k < width - sh; k++) |
| 67 | { |
| 68 | WebRtc_Word32 kk = k2 * width + k; |
| 69 | mse += (test[kk] - ref[kk]) * (test[kk] - ref[kk]); |
| 70 | } |
| 71 | |
| 72 | // divide by number of pixels |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 73 | mse /= (double) (width * height); |
| 74 | |
| 75 | // Save statistics for this specific frame |
| 76 | FrameResult frame_result; |
| 77 | frame_result.value = CalcPsnr(mse); |
| 78 | frame_result.frame_number = frames; |
| 79 | result->frames.push_back(frame_result); |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 80 | |
| 81 | // accumulate for total average |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 82 | mseSum += mse; |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 83 | frames++; |
| 84 | |
| 85 | refBytes = (WebRtc_Word32) fread(ref, 1, frameBytes, refFp); |
| 86 | testBytes = (WebRtc_Word32) fread(test, 1, frameBytes, testFp); |
| 87 | } |
phoglund@webrtc.org | 1144ba2 | 2011-11-11 09:01:03 +0000 | [diff] [blame] | 88 | |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 89 | if (mse == 0) |
| 90 | { |
phoglund@webrtc.org | 1144ba2 | 2011-11-11 09:01:03 +0000 | [diff] [blame] | 91 | // The PSNR value is undefined in this case. |
| 92 | // This value effectively means that the files are equal. |
| 93 | result->average = std::numeric_limits<double>::max(); |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 94 | } |
| 95 | else |
| 96 | { |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 97 | result->average = CalcPsnr(mseSum / frames); |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 98 | } |
| 99 | |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 100 | // Calculate min/max statistics |
| 101 | std::vector<FrameResult>::iterator element; |
| 102 | element = min_element(result->frames.begin(), |
| 103 | result->frames.end(), lessForFrameResultValue); |
| 104 | result->min = element->value; |
| 105 | result->min_frame_number = element->frame_number; |
| 106 | element = max_element(result->frames.begin(), |
| 107 | result->frames.end(), lessForFrameResultValue); |
| 108 | result->max = element->value; |
| 109 | result->max_frame_number = element->frame_number; |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 110 | |
| 111 | delete [] ref; |
| 112 | delete [] test; |
| 113 | |
| 114 | fclose(refFp); |
| 115 | fclose(testFp); |
| 116 | |
| 117 | return 0; |
| 118 | } |
| 119 | |
| 120 | static double |
| 121 | Similarity(WebRtc_UWord64 sum_s, WebRtc_UWord64 sum_r, WebRtc_UWord64 sum_sq_s, |
| 122 | WebRtc_UWord64 sum_sq_r, WebRtc_UWord64 sum_sxr, WebRtc_Word32 count) |
| 123 | { |
| 124 | WebRtc_Word64 ssim_n, ssim_d; |
| 125 | WebRtc_Word64 c1, c2; |
| 126 | const WebRtc_Word64 cc1 = 26634; // (64^2*(.01*255)^2 |
| 127 | const WebRtc_Word64 cc2 = 239708; // (64^2*(.03*255)^2 |
| 128 | |
| 129 | // Scale the constants by number of pixels |
| 130 | c1 = (cc1 * count * count) >> 12; |
| 131 | c2 = (cc2 * count * count) >> 12; |
| 132 | |
| 133 | ssim_n = (2 * sum_s * sum_r + c1) * ((WebRtc_Word64) 2 * count * sum_sxr- |
| 134 | (WebRtc_Word64) 2 * sum_s * sum_r + c2); |
| 135 | |
| 136 | ssim_d = (sum_s * sum_s + sum_r * sum_r + c1)* |
| 137 | ((WebRtc_Word64)count * sum_sq_s - (WebRtc_Word64)sum_s * sum_s + |
| 138 | (WebRtc_Word64)count * sum_sq_r - (WebRtc_Word64) sum_r * sum_r + c2); |
| 139 | |
| 140 | return ssim_n * 1.0 / ssim_d; |
| 141 | } |
| 142 | |
| 143 | static double |
| 144 | Ssim8x8C(WebRtc_UWord8 *s, WebRtc_Word32 sp, |
| 145 | WebRtc_UWord8 *r, WebRtc_Word32 rp) |
| 146 | { |
| 147 | WebRtc_UWord64 sum_s = 0; |
| 148 | WebRtc_UWord64 sum_r = 0; |
| 149 | WebRtc_UWord64 sum_sq_s = 0; |
| 150 | WebRtc_UWord64 sum_sq_r = 0; |
| 151 | WebRtc_UWord64 sum_sxr = 0; |
| 152 | |
| 153 | WebRtc_Word32 i, j; |
| 154 | for (i = 0; i < 8; i++, s += sp,r += rp) |
| 155 | { |
| 156 | for (j = 0; j < 8; j++) |
| 157 | { |
| 158 | sum_s += s[j]; |
| 159 | sum_r += r[j]; |
| 160 | sum_sq_s += s[j] * s[j]; |
| 161 | sum_sq_r += r[j] * r[j]; |
| 162 | sum_sxr += s[j] * r[j]; |
| 163 | } |
| 164 | } |
| 165 | return Similarity(sum_s, sum_r, sum_sq_s, sum_sq_r, sum_sxr, 64); |
| 166 | } |
| 167 | |
| 168 | #if defined(WEBRTC_USE_SSE2) |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 169 | #include <emmintrin.h> |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 170 | #include <xmmintrin.h> |
| 171 | static double |
| 172 | Ssim8x8Sse2(WebRtc_UWord8 *s, WebRtc_Word32 sp, |
| 173 | WebRtc_UWord8 *r, WebRtc_Word32 rp) |
| 174 | { |
| 175 | WebRtc_Word32 i; |
| 176 | const __m128i z = _mm_setzero_si128(); |
| 177 | __m128i sum_s_16 = _mm_setzero_si128(); |
| 178 | __m128i sum_r_16 = _mm_setzero_si128(); |
| 179 | __m128i sum_sq_s_32 = _mm_setzero_si128(); |
| 180 | __m128i sum_sq_r_32 = _mm_setzero_si128(); |
| 181 | __m128i sum_sxr_32 = _mm_setzero_si128(); |
| 182 | |
| 183 | for (i = 0; i < 8; i++, s += sp,r += rp) |
| 184 | { |
| 185 | const __m128i s_8 = _mm_loadl_epi64((__m128i*)(s)); |
| 186 | const __m128i r_8 = _mm_loadl_epi64((__m128i*)(r)); |
| 187 | |
| 188 | const __m128i s_16 = _mm_unpacklo_epi8(s_8,z); |
| 189 | const __m128i r_16 = _mm_unpacklo_epi8(r_8,z); |
| 190 | |
| 191 | sum_s_16 = _mm_adds_epu16(sum_s_16, s_16); |
| 192 | sum_r_16 = _mm_adds_epu16(sum_r_16, r_16); |
| 193 | const __m128i sq_s_32 = _mm_madd_epi16(s_16, s_16); |
| 194 | sum_sq_s_32 = _mm_add_epi32(sum_sq_s_32, sq_s_32); |
| 195 | const __m128i sq_r_32 = _mm_madd_epi16(r_16, r_16); |
| 196 | sum_sq_r_32 = _mm_add_epi32(sum_sq_r_32, sq_r_32); |
| 197 | const __m128i sxr_32 = _mm_madd_epi16(s_16, r_16); |
| 198 | sum_sxr_32 = _mm_add_epi32(sum_sxr_32, sxr_32); |
| 199 | } |
| 200 | |
| 201 | const __m128i sum_s_32 = _mm_add_epi32(_mm_unpackhi_epi16(sum_s_16, z), |
| 202 | _mm_unpacklo_epi16(sum_s_16, z)); |
| 203 | const __m128i sum_r_32 = _mm_add_epi32(_mm_unpackhi_epi16(sum_r_16, z), |
| 204 | _mm_unpacklo_epi16(sum_r_16, z)); |
| 205 | |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 206 | __m128i sum_s_128; |
| 207 | __m128i sum_r_128; |
| 208 | __m128i sum_sq_s_128; |
| 209 | __m128i sum_sq_r_128; |
| 210 | __m128i sum_sxr_128; |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 211 | |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 212 | _mm_store_si128 (&sum_s_128, |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 213 | _mm_add_epi64(_mm_unpackhi_epi32(sum_s_32, z), |
| 214 | _mm_unpacklo_epi32(sum_s_32, z))); |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 215 | _mm_store_si128 (&sum_r_128, |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 216 | _mm_add_epi64(_mm_unpackhi_epi32(sum_r_32, z), |
| 217 | _mm_unpacklo_epi32(sum_r_32, z))); |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 218 | _mm_store_si128 (&sum_sq_s_128, |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 219 | _mm_add_epi64(_mm_unpackhi_epi32(sum_sq_s_32, z), |
| 220 | _mm_unpacklo_epi32(sum_sq_s_32, z))); |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 221 | _mm_store_si128 (&sum_sq_r_128, |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 222 | _mm_add_epi64(_mm_unpackhi_epi32(sum_sq_r_32, z), |
| 223 | _mm_unpacklo_epi32(sum_sq_r_32, z))); |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 224 | _mm_store_si128 (&sum_sxr_128, |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 225 | _mm_add_epi64(_mm_unpackhi_epi32(sum_sxr_32, z), |
| 226 | _mm_unpacklo_epi32(sum_sxr_32, z))); |
| 227 | |
frkoenig@google.com | fc9bcef | 2011-10-26 00:07:32 +0000 | [diff] [blame] | 228 | const WebRtc_UWord64 *sum_s_64 = |
| 229 | reinterpret_cast<WebRtc_UWord64*>(&sum_s_128); |
| 230 | const WebRtc_UWord64 *sum_r_64 = |
| 231 | reinterpret_cast<WebRtc_UWord64*>(&sum_r_128); |
| 232 | const WebRtc_UWord64 *sum_sq_s_64 = |
| 233 | reinterpret_cast<WebRtc_UWord64*>(&sum_sq_s_128); |
| 234 | const WebRtc_UWord64 *sum_sq_r_64 = |
| 235 | reinterpret_cast<WebRtc_UWord64*>(&sum_sq_r_128); |
| 236 | const WebRtc_UWord64 *sum_sxr_64 = |
| 237 | reinterpret_cast<WebRtc_UWord64*>(&sum_sxr_128); |
| 238 | |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 239 | const WebRtc_UWord64 sum_s = sum_s_64[0] + sum_s_64[1]; |
| 240 | const WebRtc_UWord64 sum_r = sum_r_64[0] + sum_r_64[1]; |
| 241 | const WebRtc_UWord64 sum_sq_s = sum_sq_s_64[0] + sum_sq_s_64[1]; |
| 242 | const WebRtc_UWord64 sum_sq_r = sum_sq_r_64[0] + sum_sq_r_64[1]; |
| 243 | const WebRtc_UWord64 sum_sxr = sum_sxr_64[0] + sum_sxr_64[1]; |
| 244 | |
| 245 | return Similarity(sum_s, sum_r, sum_sq_s, sum_sq_r, sum_sxr, 64); |
| 246 | } |
| 247 | #endif |
| 248 | |
| 249 | double |
| 250 | SsimFrame(WebRtc_UWord8 *img1, WebRtc_UWord8 *img2, WebRtc_Word32 stride_img1, |
| 251 | WebRtc_Word32 stride_img2, WebRtc_Word32 width, WebRtc_Word32 height) |
| 252 | { |
| 253 | WebRtc_Word32 i,j; |
| 254 | WebRtc_UWord32 samples = 0; |
| 255 | double ssim_total = 0; |
| 256 | double (*ssim_8x8)(WebRtc_UWord8*, WebRtc_Word32, |
| 257 | WebRtc_UWord8*, WebRtc_Word32 rp); |
| 258 | |
| 259 | ssim_8x8 = Ssim8x8C; |
| 260 | if (WebRtc_GetCPUInfo(kSSE2)) |
| 261 | { |
| 262 | #if defined(WEBRTC_USE_SSE2) |
| 263 | ssim_8x8 = Ssim8x8Sse2; |
| 264 | #endif |
| 265 | } |
| 266 | |
| 267 | // Sample point start with each 4x4 location |
| 268 | for (i = 0; i < height - 8; i += 4, img1 += stride_img1 * 4, |
| 269 | img2 += stride_img2 * 4) |
| 270 | { |
| 271 | for (j = 0; j < width - 8; j += 4 ) |
| 272 | { |
| 273 | double v = ssim_8x8(img1 + j, stride_img1, img2 + j, stride_img2); |
| 274 | ssim_total += v; |
| 275 | samples++; |
| 276 | } |
| 277 | } |
| 278 | ssim_total /= samples; |
| 279 | return ssim_total; |
| 280 | } |
| 281 | |
| 282 | WebRtc_Word32 |
| 283 | SsimFromFiles(const WebRtc_Word8 *refFileName, const WebRtc_Word8 *testFileName, |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 284 | WebRtc_Word32 width, WebRtc_Word32 height, QualityMetricsResult *result) |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 285 | { |
| 286 | FILE *refFp = fopen(refFileName, "rb"); |
| 287 | if (refFp == NULL) |
| 288 | { |
| 289 | // cannot open reference file |
| 290 | fprintf(stderr, "Cannot open file %s\n", refFileName); |
| 291 | return -1; |
| 292 | } |
| 293 | |
| 294 | FILE *testFp = fopen(testFileName, "rb"); |
| 295 | if (testFp == NULL) |
| 296 | { |
| 297 | // cannot open test file |
| 298 | fprintf(stderr, "Cannot open file %s\n", testFileName); |
| 299 | return -2; |
| 300 | } |
| 301 | |
| 302 | WebRtc_Word32 frames = 0; |
| 303 | |
| 304 | // Bytes in one frame I420 |
| 305 | const WebRtc_Word32 frameBytes = 3 * width * height / 2; |
| 306 | WebRtc_UWord8 *ref = new WebRtc_UWord8[frameBytes]; |
| 307 | WebRtc_UWord8 *test = new WebRtc_UWord8[frameBytes]; |
| 308 | |
| 309 | WebRtc_Word32 refBytes = (WebRtc_Word32) fread(ref, 1, frameBytes, refFp); |
| 310 | WebRtc_Word32 testBytes = (WebRtc_Word32) fread(test, 1, frameBytes, testFp); |
| 311 | |
| 312 | double ssimScene = 0.0; //average SSIM for sequence |
| 313 | |
| 314 | while (refBytes == frameBytes && testBytes == frameBytes ) |
| 315 | { |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 316 | double ssimFrameValue = SsimFrame(ref, test, width, width, width, height); |
| 317 | // Save statistics for this specific frame |
| 318 | FrameResult frame_result; |
| 319 | frame_result.value = ssimFrameValue; |
| 320 | frame_result.frame_number = frames; |
| 321 | result->frames.push_back(frame_result); |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 322 | |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 323 | ssimScene += ssimFrameValue; |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 324 | frames++; |
| 325 | |
| 326 | refBytes = (WebRtc_Word32) fread(ref, 1, frameBytes, refFp); |
| 327 | testBytes = (WebRtc_Word32) fread(test, 1, frameBytes, testFp); |
| 328 | } |
| 329 | |
| 330 | // SSIM: normalize/average for sequence |
| 331 | ssimScene = ssimScene / frames; |
kjellander@webrtc.org | f0a8464 | 2011-09-12 13:45:39 +0000 | [diff] [blame] | 332 | result->average = ssimScene; |
| 333 | |
| 334 | // Calculate min/max statistics |
| 335 | std::vector<FrameResult>::iterator element; |
| 336 | element = min_element(result->frames.begin(), |
| 337 | result->frames.end(), lessForFrameResultValue); |
| 338 | result->min = element->value; |
| 339 | result->min_frame_number = element->frame_number; |
| 340 | element = max_element(result->frames.begin(), |
| 341 | result->frames.end(), lessForFrameResultValue); |
| 342 | result->max = element->value; |
| 343 | result->max_frame_number = element->frame_number; |
mikhal@webrtc.org | 552f173 | 2011-08-26 17:38:09 +0000 | [diff] [blame] | 344 | |
| 345 | delete [] ref; |
| 346 | delete [] test; |
| 347 | |
| 348 | fclose(refFp); |
| 349 | fclose(testFp); |
| 350 | |
| 351 | return 0; |
| 352 | } |