/src/libvpx/vpx_dsp/skin_detection.c
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1 | | /* |
2 | | * Copyright (c) 2017 The WebM 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 "vpx_dsp/skin_detection.h" |
12 | | |
13 | 1.84M | #define MODEL_MODE 1 |
14 | | |
15 | | // Fixed-point skin color model parameters. |
16 | | static const int skin_mean[5][2] = { { 7463, 9614 }, |
17 | | { 6400, 10240 }, |
18 | | { 7040, 10240 }, |
19 | | { 8320, 9280 }, |
20 | | { 6800, 9614 } }; |
21 | | static const int skin_inv_cov[4] = { 4107, 1663, 1663, 2157 }; // q16 |
22 | | static const int skin_threshold[6] = { 1570636, 1400000, 800000, |
23 | | 800000, 800000, 800000 }; // q18 |
24 | | // Thresholds on luminance. |
25 | | static const int y_low = 40; |
26 | | static const int y_high = 220; |
27 | | |
28 | | // Evaluates the Mahalanobis distance measure for the input CbCr values. |
29 | | static int vpx_evaluate_skin_color_difference(const int cb, const int cr, |
30 | 1.90M | const int idx) { |
31 | 1.90M | const int cb_q6 = cb << 6; |
32 | 1.90M | const int cr_q6 = cr << 6; |
33 | 1.90M | const int cb_diff_q12 = |
34 | 1.90M | (cb_q6 - skin_mean[idx][0]) * (cb_q6 - skin_mean[idx][0]); |
35 | 1.90M | const int cbcr_diff_q12 = |
36 | 1.90M | (cb_q6 - skin_mean[idx][0]) * (cr_q6 - skin_mean[idx][1]); |
37 | 1.90M | const int cr_diff_q12 = |
38 | 1.90M | (cr_q6 - skin_mean[idx][1]) * (cr_q6 - skin_mean[idx][1]); |
39 | 1.90M | const int cb_diff_q2 = (cb_diff_q12 + (1 << 9)) >> 10; |
40 | 1.90M | const int cbcr_diff_q2 = (cbcr_diff_q12 + (1 << 9)) >> 10; |
41 | 1.90M | const int cr_diff_q2 = (cr_diff_q12 + (1 << 9)) >> 10; |
42 | 1.90M | const int skin_diff = |
43 | 1.90M | skin_inv_cov[0] * cb_diff_q2 + skin_inv_cov[1] * cbcr_diff_q2 + |
44 | 1.90M | skin_inv_cov[2] * cbcr_diff_q2 + skin_inv_cov[3] * cr_diff_q2; |
45 | 1.90M | return skin_diff; |
46 | 1.90M | } |
47 | | |
48 | | // Checks if the input yCbCr values corresponds to skin color. |
49 | 5.09M | int vpx_skin_pixel(const int y, const int cb, const int cr, int motion) { |
50 | 5.09M | if (y < y_low || y > y_high) { |
51 | 3.24M | return 0; |
52 | 3.24M | } else if (MODEL_MODE == 0) { |
53 | 0 | return (vpx_evaluate_skin_color_difference(cb, cr, 0) < skin_threshold[0]); |
54 | 1.84M | } else { |
55 | 1.84M | int i = 0; |
56 | | // Exit on grey. |
57 | 1.84M | if (cb == 128 && cr == 128) return 0; |
58 | | // Exit on very strong cb. |
59 | 1.84M | if (cb > 150 && cr < 110) return 0; |
60 | 1.90M | for (; i < 5; ++i) { |
61 | 1.90M | int skin_color_diff = vpx_evaluate_skin_color_difference(cb, cr, i); |
62 | 1.90M | if (skin_color_diff < skin_threshold[i + 1]) { |
63 | 20.7k | if (y < 60 && skin_color_diff > 3 * (skin_threshold[i + 1] >> 2)) { |
64 | 1.43k | return 0; |
65 | 19.3k | } else if (motion == 0 && |
66 | 19.3k | skin_color_diff > (skin_threshold[i + 1] >> 1)) { |
67 | 13 | return 0; |
68 | 19.2k | } else { |
69 | 19.2k | return 1; |
70 | 19.2k | } |
71 | 20.7k | } |
72 | | // Exit if difference is much large than the threshold. |
73 | 1.87M | if (skin_color_diff > (skin_threshold[i + 1] << 3)) { |
74 | 1.71M | return 0; |
75 | 1.71M | } |
76 | 1.87M | } |
77 | 1.50k | return 0; |
78 | 1.73M | } |
79 | 5.09M | } |