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Side by Side Diff: webrtc/modules/audio_processing/vad/gmm.cc

Issue 1212543002: Pull the Voice Activity Detector out from the AGC (Closed) Base URL: https://chromium.googlesource.com/external/webrtc.git@master
Patch Set: Created 5 years, 5 months ago
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1 /* 1 /*
2 * Copyright (c) 2012 The WebRTC project authors. All Rights Reserved. 2 * Copyright (c) 2012 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 "webrtc/modules/audio_processing/agc/gmm.h" 11 #include "webrtc/modules/audio_processing/vad/gmm.h"
12 12
13 #include <math.h> 13 #include <math.h>
14 #include <stdlib.h> 14 #include <stdlib.h>
15 15
16 #include "webrtc/typedefs.h" 16 #include "webrtc/typedefs.h"
17 17
18 namespace webrtc { 18 namespace webrtc {
19 19
20 static const int kMaxDimension = 10; 20 static const int kMaxDimension = 10;
21 21
22 static void RemoveMean(const double* in, const double* mean_vec, 22 static void RemoveMean(const double* in,
23 int dimension, double* out) { 23 const double* mean_vec,
24 int dimension,
25 double* out) {
24 for (int n = 0; n < dimension; ++n) 26 for (int n = 0; n < dimension; ++n)
25 out[n] = in[n] - mean_vec[n]; 27 out[n] = in[n] - mean_vec[n];
26 } 28 }
27 29
28 static double ComputeExponent(const double* in, const double* covar_inv, 30 static double ComputeExponent(const double* in,
31 const double* covar_inv,
29 int dimension) { 32 int dimension) {
30 double q = 0; 33 double q = 0;
31 for (int i = 0; i < dimension; ++i) { 34 for (int i = 0; i < dimension; ++i) {
32 double v = 0; 35 double v = 0;
33 for (int j = 0; j < dimension; j++) 36 for (int j = 0; j < dimension; j++)
34 v += (*covar_inv++) * in[j]; 37 v += (*covar_inv++) * in[j];
35 q += v * in[i]; 38 q += v * in[i];
36 } 39 }
37 q *= -0.5; 40 q *= -0.5;
38 return q; 41 return q;
39 } 42 }
40 43
41 double EvaluateGmm(const double* x, const GmmParameters& gmm_parameters) { 44 double EvaluateGmm(const double* x, const GmmParameters& gmm_parameters) {
42 if (gmm_parameters.dimension > kMaxDimension) { 45 if (gmm_parameters.dimension > kMaxDimension) {
43 return -1; // This is invalid pdf so the caller can check this. 46 return -1; // This is invalid pdf so the caller can check this.
44 } 47 }
45 double f = 0; 48 double f = 0;
46 double v[kMaxDimension]; 49 double v[kMaxDimension];
47 const double* mean_vec = gmm_parameters.mean; 50 const double* mean_vec = gmm_parameters.mean;
48 const double* covar_inv = gmm_parameters.covar_inverse; 51 const double* covar_inv = gmm_parameters.covar_inverse;
49 52
50 for (int n = 0; n < gmm_parameters.num_mixtures; n++) { 53 for (int n = 0; n < gmm_parameters.num_mixtures; n++) {
51 RemoveMean(x, mean_vec, gmm_parameters.dimension, v); 54 RemoveMean(x, mean_vec, gmm_parameters.dimension, v);
52 double q = ComputeExponent(v, covar_inv, gmm_parameters.dimension) + 55 double q = ComputeExponent(v, covar_inv, gmm_parameters.dimension) +
53 gmm_parameters.weight[n]; 56 gmm_parameters.weight[n];
54 f += exp(q); 57 f += exp(q);
55 mean_vec += gmm_parameters.dimension; 58 mean_vec += gmm_parameters.dimension;
56 covar_inv += gmm_parameters.dimension * gmm_parameters.dimension; 59 covar_inv += gmm_parameters.dimension * gmm_parameters.dimension;
57 } 60 }
58 return f; 61 return f;
59 } 62 }
60 63
61 } // namespace webrtc 64 } // namespace webrtc
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