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Side by Side Diff: webrtc/modules/video_processing/util/skin_detection.cc

Issue 1776993004: Skinmap improvement. (Closed) Base URL: https://chromium.googlesource.com/external/webrtc.git@master
Patch Set: Created 4 years, 9 months ago
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1 /* 1 /*
2 * Copyright (c) 2015 The WebRTC project authors. All Rights Reserved. 2 * Copyright (c) 2015 The WebRTC project authors. All Rights Reserved.
3 * 3 *
4 * Use of this source code is governed by a BSD-style license 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 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 6 * tree. An additional intellectual property rights grant can be found
7 * in the file PATENTS. All contributing project authors may 7 * in the file PATENTS. All contributing project authors may
8 * be found in the AUTHORS file in the root of the source tree. 8 * be found in the AUTHORS file in the root of the source tree.
9 */ 9 */
10 10
11 #include <limits.h> 11 #include <limits.h>
12 #include <math.h> 12 #include <math.h>
13 13
14 #include "webrtc/modules/video_processing/util/skin_detection.h" 14 #include "webrtc/modules/video_processing/util/skin_detection.h"
15 15
16 namespace webrtc { 16 namespace webrtc {
17 17
18 // Fixed-point skin color model parameters. 18 // Fixed-point skin color model parameters.
19 static const int skin_mean[2] = {7463, 9614}; // q6 19 static const int skin_mean[5][2] = {
20 {7463, 9614}, {6400, 10240}, {7040, 10240}, {8320, 9280}, {6800, 9614}};
20 static const int skin_inv_cov[4] = {4107, 1663, 1663, 2157}; // q16 21 static const int skin_inv_cov[4] = {4107, 1663, 1663, 2157}; // q16
21 static const int skin_threshold = 1570636; // q18 22 static const int skin_threshold[6] = {1570636, 1400000, 800000, 800000, 800000,
23 800000}; // q18
22 24
23 // Thresholds on luminance. 25 // Thresholds on luminance.
24 static const int y_low = 20; 26 static const int y_low = 40;
25 static const int y_high = 220; 27 static const int y_high = 220;
26 28
27 // Evaluates the Mahalanobis distance measure for the input CbCr values. 29 // Evaluates the Mahalanobis distance measure for the input CbCr values.
28 static int EvaluateSkinColorDifference(int cb, int cr) { 30 static int EvaluateSkinColorDifference(int cb, int cr, int idx) {
29 const int cb_q6 = cb << 6; 31 const int cb_q6 = cb << 6;
30 const int cr_q6 = cr << 6; 32 const int cr_q6 = cr << 6;
31 const int cb_diff_q12 = (cb_q6 - skin_mean[0]) * (cb_q6 - skin_mean[0]); 33 const int cb_diff_q12 =
32 const int cbcr_diff_q12 = (cb_q6 - skin_mean[0]) * (cr_q6 - skin_mean[1]); 34 (cb_q6 - skin_mean[idx][0]) * (cb_q6 - skin_mean[idx][0]);
33 const int cr_diff_q12 = (cr_q6 - skin_mean[1]) * (cr_q6 - skin_mean[1]); 35 const int cbcr_diff_q12 =
36 (cb_q6 - skin_mean[idx][0]) * (cr_q6 - skin_mean[idx][1]);
37 const int cr_diff_q12 =
38 (cr_q6 - skin_mean[idx][1]) * (cr_q6 - skin_mean[idx][1]);
34 const int cb_diff_q2 = (cb_diff_q12 + (1 << 9)) >> 10; 39 const int cb_diff_q2 = (cb_diff_q12 + (1 << 9)) >> 10;
35 const int cbcr_diff_q2 = (cbcr_diff_q12 + (1 << 9)) >> 10; 40 const int cbcr_diff_q2 = (cbcr_diff_q12 + (1 << 9)) >> 10;
36 const int cr_diff_q2 = (cr_diff_q12 + (1 << 9)) >> 10; 41 const int cr_diff_q2 = (cr_diff_q12 + (1 << 9)) >> 10;
37 const int skin_diff = 42 const int skin_diff = skin_inv_cov[0] * cb_diff_q2 +
38 skin_inv_cov[0] * cb_diff_q2 + skin_inv_cov[1] * cbcr_diff_q2 + 43 skin_inv_cov[1] * cbcr_diff_q2 +
39 skin_inv_cov[2] * cbcr_diff_q2 + skin_inv_cov[3] * cr_diff_q2; 44 skin_inv_cov[2] * cbcr_diff_q2 +
45 skin_inv_cov[3] * cr_diff_q2;
40 return skin_diff; 46 return skin_diff;
41 } 47 }
42 48
49 static int SkinPixel(const uint8_t y, const uint8_t cb, const uint8_t cr) {
50 if (y < y_low || y > y_high) {
51 return 0;
52 } else {
53 if (MODEL_MODE == 0) {
54 return (EvaluateSkinColorDifference(cb, cr, 0) < skin_threshold[0]);
55 } else {
56 // Exit on grey.
57 if (cb == 128 && cr == 128)
58 return 0;
59 // Exit on very strong cb.
60 if (cb > 150 && cr < 110)
61 return 0;
62 // Exit on (another) low luminance threshold if either color is high.
63 if (y < 50 && (cb > 140 || cr > 140))
64 return 0;
65 for (int i = 0; i < 5; i++) {
66 int diff = EvaluateSkinColorDifference(cb, cr, i);
67 if (diff < skin_threshold[i + 1]) {
68 return 1;
69 } else if (diff > (skin_threshold[i + 1] << 3)) {
70 // Exit if difference is much large than the threshold.
71 return 0;
72 }
73 }
74 return 0;
75 }
76 }
77 }
78
43 bool MbHasSkinColor(const uint8_t* y_src, 79 bool MbHasSkinColor(const uint8_t* y_src,
44 const uint8_t* u_src, 80 const uint8_t* u_src,
45 const uint8_t* v_src, 81 const uint8_t* v_src,
46 const int stride_y, 82 const int stride_y,
47 const int stride_u, 83 const int stride_u,
48 const int stride_v, 84 const int stride_v,
49 const int mb_row, 85 const int mb_row,
50 const int mb_col) { 86 const int mb_col) {
51 const uint8_t* y = y_src + ((mb_row << 4) + 8) * stride_y + (mb_col << 4) + 8; 87 const uint8_t* y = y_src + ((mb_row << 4) + 8) * stride_y + (mb_col << 4) + 8;
52 const uint8_t* u = u_src + ((mb_row << 3) + 4) * stride_u + (mb_col << 3) + 4; 88 const uint8_t* u = u_src + ((mb_row << 3) + 4) * stride_u + (mb_col << 3) + 4;
53 const uint8_t* v = v_src + ((mb_row << 3) + 4) * stride_v + (mb_col << 3) + 4; 89 const uint8_t* v = v_src + ((mb_row << 3) + 4) * stride_v + (mb_col << 3) + 4;
54 // Use 2x2 average of center pixel to compute skin area. 90 // Use 2x2 average of center pixel to compute skin area.
55 uint8_t y_avg = (*y + *(y + 1) + *(y + stride_y) + *(y + stride_y + 1)) >> 2; 91 uint8_t y_avg = (*y + *(y + 1) + *(y + stride_y) + *(y + stride_y + 1)) >> 2;
56 uint8_t u_avg = (*u + *(u + 1) + *(u + stride_u) + *(u + stride_u + 1)) >> 2; 92 uint8_t u_avg = (*u + *(u + 1) + *(u + stride_u) + *(u + stride_u + 1)) >> 2;
57 uint8_t v_avg = (*v + *(v + 1) + *(v + stride_v) + *(v + stride_v + 1)) >> 2; 93 uint8_t v_avg = (*v + *(v + 1) + *(v + stride_v) + *(v + stride_v + 1)) >> 2;
58 // Ignore MB with too high or low brightness. 94 return SkinPixel(y_avg, u_avg, v_avg) == 1;
59 if (y_avg < y_low || y_avg > y_high)
60 return false;
61 else
62 return (EvaluateSkinColorDifference(u_avg, v_avg) < skin_threshold);
63 } 95 }
64 96
65 } // namespace webrtc 97 } // namespace webrtc
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