|  | /* | 
|  | *  Copyright (c) 2015 The WebRTC project authors. All Rights Reserved. | 
|  | * | 
|  | *  Use of this source code is governed by a BSD-style license | 
|  | *  that can be found in the LICENSE file in the root of the source | 
|  | *  tree. An additional intellectual property rights grant can be found | 
|  | *  in the file PATENTS.  All contributing project authors may | 
|  | *  be found in the AUTHORS file in the root of the source tree. | 
|  | */ | 
|  |  | 
|  | #include <limits.h> | 
|  | #include <math.h> | 
|  |  | 
|  | #include "webrtc/modules/video_processing/util/skin_detection.h" | 
|  |  | 
|  | namespace webrtc { | 
|  |  | 
|  | // Fixed-point skin color model parameters. | 
|  | static const int skin_mean[5][2] = { | 
|  | {7463, 9614}, {6400, 10240}, {7040, 10240}, {8320, 9280}, {6800, 9614}}; | 
|  | static const int skin_inv_cov[4] = {4107, 1663, 1663, 2157};  // q16 | 
|  | static const int skin_threshold[6] = {1570636, 1400000, 800000, 800000, 800000, | 
|  | 800000};  // q18 | 
|  |  | 
|  | // Thresholds on luminance. | 
|  | static const int y_low = 40; | 
|  | static const int y_high = 220; | 
|  |  | 
|  | // Evaluates the Mahalanobis distance measure for the input CbCr values. | 
|  | static int EvaluateSkinColorDifference(int cb, int cr, int idx) { | 
|  | const int cb_q6 = cb << 6; | 
|  | const int cr_q6 = cr << 6; | 
|  | const int cb_diff_q12 = | 
|  | (cb_q6 - skin_mean[idx][0]) * (cb_q6 - skin_mean[idx][0]); | 
|  | const int cbcr_diff_q12 = | 
|  | (cb_q6 - skin_mean[idx][0]) * (cr_q6 - skin_mean[idx][1]); | 
|  | const int cr_diff_q12 = | 
|  | (cr_q6 - skin_mean[idx][1]) * (cr_q6 - skin_mean[idx][1]); | 
|  | const int cb_diff_q2 = (cb_diff_q12 + (1 << 9)) >> 10; | 
|  | const int cbcr_diff_q2 = (cbcr_diff_q12 + (1 << 9)) >> 10; | 
|  | const int cr_diff_q2 = (cr_diff_q12 + (1 << 9)) >> 10; | 
|  | const int skin_diff = skin_inv_cov[0] * cb_diff_q2 + | 
|  | skin_inv_cov[1] * cbcr_diff_q2 + | 
|  | skin_inv_cov[2] * cbcr_diff_q2 + | 
|  | skin_inv_cov[3] * cr_diff_q2; | 
|  | return skin_diff; | 
|  | } | 
|  |  | 
|  | static int SkinPixel(const uint8_t y, const uint8_t cb, const uint8_t cr) { | 
|  | if (y < y_low || y > y_high) { | 
|  | return 0; | 
|  | } else { | 
|  | if (MODEL_MODE == 0) { | 
|  | return (EvaluateSkinColorDifference(cb, cr, 0) < skin_threshold[0]); | 
|  | } else { | 
|  | // Exit on grey. | 
|  | if (cb == 128 && cr == 128) | 
|  | return 0; | 
|  | // Exit on very strong cb. | 
|  | if (cb > 150 && cr < 110) | 
|  | return 0; | 
|  | // Exit on (another) low luminance threshold if either color is high. | 
|  | if (y < 50 && (cb > 140 || cr > 140)) | 
|  | return 0; | 
|  | for (int i = 0; i < 5; i++) { | 
|  | int diff = EvaluateSkinColorDifference(cb, cr, i); | 
|  | if (diff < skin_threshold[i + 1]) { | 
|  | return 1; | 
|  | } else if (diff > (skin_threshold[i + 1] << 3)) { | 
|  | // Exit if difference is much large than the threshold. | 
|  | return 0; | 
|  | } | 
|  | } | 
|  | return 0; | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | bool MbHasSkinColor(const uint8_t* y_src, | 
|  | const uint8_t* u_src, | 
|  | const uint8_t* v_src, | 
|  | const int stride_y, | 
|  | const int stride_u, | 
|  | const int stride_v, | 
|  | const int mb_row, | 
|  | const int mb_col) { | 
|  | const uint8_t* y = y_src + ((mb_row << 4) + 8) * stride_y + (mb_col << 4) + 8; | 
|  | const uint8_t* u = u_src + ((mb_row << 3) + 4) * stride_u + (mb_col << 3) + 4; | 
|  | const uint8_t* v = v_src + ((mb_row << 3) + 4) * stride_v + (mb_col << 3) + 4; | 
|  | // Use 2x2 average of center pixel to compute skin area. | 
|  | uint8_t y_avg = (*y + *(y + 1) + *(y + stride_y) + *(y + stride_y + 1)) >> 2; | 
|  | uint8_t u_avg = (*u + *(u + 1) + *(u + stride_u) + *(u + stride_u + 1)) >> 2; | 
|  | uint8_t v_avg = (*v + *(v + 1) + *(v + stride_v) + *(v + stride_v + 1)) >> 2; | 
|  | return SkinPixel(y_avg, u_avg, v_avg) == 1; | 
|  | } | 
|  |  | 
|  | }  // namespace webrtc |