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jackychen8f9902a2015-11-26 02:59:48 -08001/*
2 * Copyright (c) 2015 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
11#include <limits.h>
12#include <math.h>
13
Mirko Bonadei92ea95e2017-09-15 06:47:31 +020014#include "modules/video_processing/util/skin_detection.h"
jackychen8f9902a2015-11-26 02:59:48 -080015
16namespace webrtc {
17
18// Fixed-point skin color model parameters.
Yves Gerey665174f2018-06-19 15:03:05 +020019static const int skin_mean[5][2] = {{7463, 9614},
20 {6400, 10240},
21 {7040, 10240},
22 {8320, 9280},
23 {6800, 9614}};
jackychen8f9902a2015-11-26 02:59:48 -080024static const int skin_inv_cov[4] = {4107, 1663, 1663, 2157}; // q16
Yves Gerey665174f2018-06-19 15:03:05 +020025static const int skin_threshold[6] = {1570636, 1400000, 800000,
26 800000, 800000, 800000}; // q18
jackychen8f9902a2015-11-26 02:59:48 -080027
28// Thresholds on luminance.
jackychen3ad4bd32016-03-11 11:57:03 -080029static const int y_low = 40;
jackychen8f9902a2015-11-26 02:59:48 -080030static const int y_high = 220;
31
32// Evaluates the Mahalanobis distance measure for the input CbCr values.
jackychen3ad4bd32016-03-11 11:57:03 -080033static int EvaluateSkinColorDifference(int cb, int cr, int idx) {
jackychen8f9902a2015-11-26 02:59:48 -080034 const int cb_q6 = cb << 6;
35 const int cr_q6 = cr << 6;
jackychen3ad4bd32016-03-11 11:57:03 -080036 const int cb_diff_q12 =
37 (cb_q6 - skin_mean[idx][0]) * (cb_q6 - skin_mean[idx][0]);
38 const int cbcr_diff_q12 =
39 (cb_q6 - skin_mean[idx][0]) * (cr_q6 - skin_mean[idx][1]);
40 const int cr_diff_q12 =
41 (cr_q6 - skin_mean[idx][1]) * (cr_q6 - skin_mean[idx][1]);
jackychen8f9902a2015-11-26 02:59:48 -080042 const int cb_diff_q2 = (cb_diff_q12 + (1 << 9)) >> 10;
43 const int cbcr_diff_q2 = (cbcr_diff_q12 + (1 << 9)) >> 10;
44 const int cr_diff_q2 = (cr_diff_q12 + (1 << 9)) >> 10;
Yves Gerey665174f2018-06-19 15:03:05 +020045 const int skin_diff =
46 skin_inv_cov[0] * cb_diff_q2 + skin_inv_cov[1] * cbcr_diff_q2 +
47 skin_inv_cov[2] * cbcr_diff_q2 + skin_inv_cov[3] * cr_diff_q2;
jackychen8f9902a2015-11-26 02:59:48 -080048 return skin_diff;
49}
50
jackychen3ad4bd32016-03-11 11:57:03 -080051static int SkinPixel(const uint8_t y, const uint8_t cb, const uint8_t cr) {
52 if (y < y_low || y > y_high) {
53 return 0;
54 } else {
55 if (MODEL_MODE == 0) {
56 return (EvaluateSkinColorDifference(cb, cr, 0) < skin_threshold[0]);
57 } else {
58 // Exit on grey.
59 if (cb == 128 && cr == 128)
60 return 0;
61 // Exit on very strong cb.
62 if (cb > 150 && cr < 110)
63 return 0;
64 // Exit on (another) low luminance threshold if either color is high.
65 if (y < 50 && (cb > 140 || cr > 140))
66 return 0;
67 for (int i = 0; i < 5; i++) {
68 int diff = EvaluateSkinColorDifference(cb, cr, i);
69 if (diff < skin_threshold[i + 1]) {
70 return 1;
71 } else if (diff > (skin_threshold[i + 1] << 3)) {
72 // Exit if difference is much large than the threshold.
73 return 0;
74 }
75 }
76 return 0;
77 }
78 }
79}
80
jackychen8f9902a2015-11-26 02:59:48 -080081bool MbHasSkinColor(const uint8_t* y_src,
82 const uint8_t* u_src,
83 const uint8_t* v_src,
84 const int stride_y,
85 const int stride_u,
86 const int stride_v,
87 const int mb_row,
88 const int mb_col) {
mflodman99ab9442015-12-07 22:54:50 -080089 const uint8_t* y = y_src + ((mb_row << 4) + 8) * stride_y + (mb_col << 4) + 8;
90 const uint8_t* u = u_src + ((mb_row << 3) + 4) * stride_u + (mb_col << 3) + 4;
91 const uint8_t* v = v_src + ((mb_row << 3) + 4) * stride_v + (mb_col << 3) + 4;
jackychen8f9902a2015-11-26 02:59:48 -080092 // Use 2x2 average of center pixel to compute skin area.
mflodman99ab9442015-12-07 22:54:50 -080093 uint8_t y_avg = (*y + *(y + 1) + *(y + stride_y) + *(y + stride_y + 1)) >> 2;
94 uint8_t u_avg = (*u + *(u + 1) + *(u + stride_u) + *(u + stride_u + 1)) >> 2;
95 uint8_t v_avg = (*v + *(v + 1) + *(v + stride_v) + *(v + stride_v + 1)) >> 2;
jackychen3ad4bd32016-03-11 11:57:03 -080096 return SkinPixel(y_avg, u_avg, v_avg) == 1;
jackychen8f9902a2015-11-26 02:59:48 -080097}
98
99} // namespace webrtc