ref: 5e679848e8e58df21f6c6448f9c2d468c31949d1
dir: /vp10/encoder/skin_detection.c/
/*
* Copyright (c) 2015 The WebM 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 "vp10/common/blockd.h"
#include "vp10/encoder/encoder.h"
#include "vp10/encoder/skin_detection.h"
// Fixed-point skin color model parameters.
static const int skin_mean[2] = {7463, 9614}; // q6
static const int skin_inv_cov[4] = {4107, 1663, 1663, 2157}; // q16
static const int skin_threshold = 1570636; // q18
// Thresholds on luminance.
static const int y_low = 20;
static const int y_high = 220;
// Evaluates the Mahalanobis distance measure for the input CbCr values.
static int evaluate_skin_color_difference(int cb, int cr) {
const int cb_q6 = cb << 6;
const int cr_q6 = cr << 6;
const int cb_diff_q12 = (cb_q6 - skin_mean[0]) * (cb_q6 - skin_mean[0]);
const int cbcr_diff_q12 = (cb_q6 - skin_mean[0]) * (cr_q6 - skin_mean[1]);
const int cr_diff_q12 = (cr_q6 - skin_mean[1]) * (cr_q6 - skin_mean[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;
}
int vp10_skin_pixel(const uint8_t y, const uint8_t cb, const uint8_t cr) {
if (y < y_low || y > y_high)
return 0;
else
return (evaluate_skin_color_difference(cb, cr) < skin_threshold);
}
#ifdef OUTPUT_YUV_SKINMAP
// For viewing skin map on input source.
void vp10_compute_skin_map(VP10_COMP *const cpi, FILE *yuv_skinmap_file) {
int i, j, mi_row, mi_col;
VP10_COMMON *const cm = &cpi->common;
uint8_t *y;
const uint8_t *src_y = cpi->Source->y_buffer;
const uint8_t *src_u = cpi->Source->u_buffer;
const uint8_t *src_v = cpi->Source->v_buffer;
const int src_ystride = cpi->Source->y_stride;
const int src_uvstride = cpi->Source->uv_stride;
YV12_BUFFER_CONFIG skinmap;
memset(&skinmap, 0, sizeof(YV12_BUFFER_CONFIG));
if (vpx_alloc_frame_buffer(&skinmap, cm->width, cm->height,
cm->subsampling_x, cm->subsampling_y,
VP9_ENC_BORDER_IN_PIXELS, cm->byte_alignment)) {
vpx_free_frame_buffer(&skinmap);
return;
}
memset(skinmap.buffer_alloc, 128, skinmap.frame_size);
y = skinmap.y_buffer;
// Loop through 8x8 blocks and set skin map based on center pixel of block.
// Set y to white for skin block, otherwise set to source with gray scale.
// Ignore rightmost/bottom boundary blocks.
for (mi_row = 0; mi_row < cm->mi_rows - 1; ++mi_row) {
for (mi_col = 0; mi_col < cm->mi_cols - 1; ++mi_col) {
// Use middle pixel for each 8x8 block for skin detection.
// If middle pixel is skin, assign whole 8x8 block to skin.
const uint8_t ysource = src_y[4 * src_ystride + 4];
const uint8_t usource = src_u[2 * src_uvstride + 2];
const uint8_t vsource = src_v[2 * src_uvstride + 2];
const int is_skin = vp10_skin_pixel(ysource, usource, vsource);
for (i = 0; i < 8; i++) {
for (j = 0; j < 8; j++) {
if (is_skin)
y[i * src_ystride + j] = 255;
else
y[i * src_ystride + j] = src_y[i * src_ystride + j];
}
}
y += 8;
src_y += 8;
src_u += 4;
src_v += 4;
}
y += (src_ystride << 3) - ((cm->mi_cols - 1) << 3);
src_y += (src_ystride << 3) - ((cm->mi_cols - 1) << 3);
src_u += (src_uvstride << 2) - ((cm->mi_cols - 1) << 2);
src_v += (src_uvstride << 2) - ((cm->mi_cols - 1) << 2);
}
vp10_write_yuv_frame_420(&skinmap, yuv_skinmap_file);
vpx_free_frame_buffer(&skinmap);
}
#endif