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| 1 /* | 1 /* |
| 2 * Copyright (c) 2014 The WebRTC project authors. All Rights Reserved. | 2 * Copyright (c) 2014 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 // | |
| 12 // Specifies core class for intelligbility enhancement. | |
| 13 // | |
| 14 | |
| 15 #ifndef WEBRTC_MODULES_AUDIO_PROCESSING_INTELLIGIBILITY_INTELLIGIBILITY_ENHANCER
_H_ | 11 #ifndef WEBRTC_MODULES_AUDIO_PROCESSING_INTELLIGIBILITY_INTELLIGIBILITY_ENHANCER
_H_ |
| 16 #define WEBRTC_MODULES_AUDIO_PROCESSING_INTELLIGIBILITY_INTELLIGIBILITY_ENHANCER
_H_ | 12 #define WEBRTC_MODULES_AUDIO_PROCESSING_INTELLIGIBILITY_INTELLIGIBILITY_ENHANCER
_H_ |
| 17 | 13 |
| 18 #include <complex> | 14 #include <complex> |
| 19 #include <vector> | 15 #include <vector> |
| 20 | 16 |
| 21 #include "webrtc/base/scoped_ptr.h" | 17 #include "webrtc/base/scoped_ptr.h" |
| 22 #include "webrtc/common_audio/lapped_transform.h" | 18 #include "webrtc/common_audio/lapped_transform.h" |
| 23 #include "webrtc/common_audio/channel_buffer.h" | 19 #include "webrtc/common_audio/channel_buffer.h" |
| 24 #include "webrtc/modules/audio_processing/intelligibility/intelligibility_utils.
h" | 20 #include "webrtc/modules/audio_processing/intelligibility/intelligibility_utils.
h" |
| 21 #include "webrtc/modules/audio_processing/vad/voice_activity_detector.h" |
| 25 | 22 |
| 26 namespace webrtc { | 23 namespace webrtc { |
| 27 | 24 |
| 28 // Speech intelligibility enhancement module. Reads render and capture | 25 // Speech intelligibility enhancement module. Reads render and capture |
| 29 // audio streams and modifies the render stream with a set of gains per | 26 // audio streams and modifies the render stream with a set of gains per |
| 30 // frequency bin to enhance speech against the noise background. | 27 // frequency bin to enhance speech against the noise background. |
| 31 // Note: assumes speech and noise streams are already separated. | 28 // Details of the model and algorithm can be found in the original paper: |
| 29 // http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6882788 |
| 32 class IntelligibilityEnhancer { | 30 class IntelligibilityEnhancer { |
| 33 public: | 31 public: |
| 34 struct Config { | 32 IntelligibilityEnhancer(int sample_rate_hz, size_t num_render_channels); |
| 35 // |var_*| are parameters for the VarianceArray constructor for the | |
| 36 // clear speech stream. | |
| 37 // TODO(bercic): the |var_*|, |*_rate| and |gain_limit| parameters should | |
| 38 // probably go away once fine tuning is done. | |
| 39 Config() | |
| 40 : sample_rate_hz(16000), | |
| 41 num_capture_channels(1), | |
| 42 num_render_channels(1), | |
| 43 var_type(intelligibility::VarianceArray::kStepDecaying), | |
| 44 var_decay_rate(0.9f), | |
| 45 var_window_size(10), | |
| 46 analysis_rate(800), | |
| 47 gain_change_limit(0.1f), | |
| 48 rho(0.02f) {} | |
| 49 int sample_rate_hz; | |
| 50 size_t num_capture_channels; | |
| 51 size_t num_render_channels; | |
| 52 intelligibility::VarianceArray::StepType var_type; | |
| 53 float var_decay_rate; | |
| 54 size_t var_window_size; | |
| 55 int analysis_rate; | |
| 56 float gain_change_limit; | |
| 57 float rho; | |
| 58 }; | |
| 59 | |
| 60 explicit IntelligibilityEnhancer(const Config& config); | |
| 61 IntelligibilityEnhancer(); // Initialize with default config. | |
| 62 | 33 |
| 63 // Sets the capture noise magnitude spectrum estimate. | 34 // Sets the capture noise magnitude spectrum estimate. |
| 64 void SetCaptureNoiseEstimate(std::vector<float> noise); | 35 void SetCaptureNoiseEstimate(std::vector<float> noise); |
| 65 | 36 |
| 66 // Reads chunk of speech in time domain and updates with modified signal. | 37 // Reads chunk of speech in time domain and updates with modified signal. |
| 67 void ProcessRenderAudio(float* const* audio, | 38 void ProcessRenderAudio(float* const* audio, |
| 68 int sample_rate_hz, | 39 int sample_rate_hz, |
| 69 size_t num_channels); | 40 size_t num_channels); |
| 70 bool active() const; | 41 bool active() const; |
| 71 | 42 |
| (...skipping 11 matching lines...) Expand all Loading... |
| 83 size_t out_channels, | 54 size_t out_channels, |
| 84 std::complex<float>* const* out_block) override; | 55 std::complex<float>* const* out_block) override; |
| 85 | 56 |
| 86 private: | 57 private: |
| 87 IntelligibilityEnhancer* parent_; | 58 IntelligibilityEnhancer* parent_; |
| 88 }; | 59 }; |
| 89 friend class TransformCallback; | 60 friend class TransformCallback; |
| 90 FRIEND_TEST_ALL_PREFIXES(IntelligibilityEnhancerTest, TestErbCreation); | 61 FRIEND_TEST_ALL_PREFIXES(IntelligibilityEnhancerTest, TestErbCreation); |
| 91 FRIEND_TEST_ALL_PREFIXES(IntelligibilityEnhancerTest, TestSolveForGains); | 62 FRIEND_TEST_ALL_PREFIXES(IntelligibilityEnhancerTest, TestSolveForGains); |
| 92 | 63 |
| 93 // Updates variance computation and analysis with |in_block_|, | 64 // Updates power computation and analysis with |in_block_|, |
| 94 // and writes modified speech to |out_block|. | 65 // and writes modified speech to |out_block|. |
| 95 void ProcessClearBlock(const std::complex<float>* in_block, | 66 void ProcessClearBlock(const std::complex<float>* in_block, |
| 96 std::complex<float>* out_block); | 67 std::complex<float>* out_block); |
| 97 | 68 |
| 98 // Computes and sets modified gains. | |
| 99 void AnalyzeClearBlock(float power_target); | |
| 100 | |
| 101 // Bisection search for optimal |lambda|. | 69 // Bisection search for optimal |lambda|. |
| 102 void SolveForLambda(float power_target, float power_bot, float power_top); | 70 void SolveForLambda(float power_target, float power_bot, float power_top); |
| 103 | 71 |
| 104 // Transforms freq gains to ERB gains. | 72 // Transforms freq gains to ERB gains. |
| 105 void UpdateErbGains(); | 73 void UpdateErbGains(); |
| 106 | 74 |
| 107 // Returns number of ERB filters. | 75 // Returns number of ERB filters. |
| 108 static size_t GetBankSize(int sample_rate, size_t erb_resolution); | 76 static size_t GetBankSize(int sample_rate, size_t erb_resolution); |
| 109 | 77 |
| 110 // Initializes ERB filterbank. | 78 // Initializes ERB filterbank. |
| 111 std::vector<std::vector<float>> CreateErbBank(size_t num_freqs); | 79 std::vector<std::vector<float>> CreateErbBank(size_t num_freqs); |
| 112 | 80 |
| 113 // Analytically solves quadratic for optimal gains given |lambda|. | 81 // Analytically solves quadratic for optimal gains given |lambda|. |
| 114 // Negative gains are set to 0. Stores the results in |sols|. | 82 // Negative gains are set to 0. Stores the results in |sols|. |
| 115 void SolveForGainsGivenLambda(float lambda, size_t start_freq, float* sols); | 83 void SolveForGainsGivenLambda(float lambda, size_t start_freq, float* sols); |
| 116 | 84 |
| 85 // Returns true if the audio is speech. |
| 86 bool IsSpeech(const float* audio); |
| 87 |
| 117 const size_t freqs_; // Num frequencies in frequency domain. | 88 const size_t freqs_; // Num frequencies in frequency domain. |
| 118 const size_t window_size_; // Window size in samples; also the block size. | |
| 119 const size_t chunk_length_; // Chunk size in samples. | 89 const size_t chunk_length_; // Chunk size in samples. |
| 120 const size_t bank_size_; // Num ERB filters. | 90 const size_t bank_size_; // Num ERB filters. |
| 121 const int sample_rate_hz_; | 91 const int sample_rate_hz_; |
| 122 const int erb_resolution_; | |
| 123 const size_t num_capture_channels_; | |
| 124 const size_t num_render_channels_; | 92 const size_t num_render_channels_; |
| 125 const int analysis_rate_; // Num blocks before gains recalculated. | |
| 126 | 93 |
| 127 const bool active_; // Whether render gains are being updated. | 94 intelligibility::PowerEstimator clear_power_estimator_; |
| 128 // TODO(ekm): Add logic for updating |active_|. | 95 rtc::scoped_ptr<intelligibility::PowerEstimator> noise_power_estimator_; |
| 129 | 96 rtc::scoped_ptr<float[]> filtered_clear_pow_; |
| 130 intelligibility::VarianceArray clear_variance_; | 97 rtc::scoped_ptr<float[]> filtered_noise_pow_; |
| 131 std::vector<float> noise_power_; | |
| 132 rtc::scoped_ptr<float[]> filtered_clear_var_; | |
| 133 rtc::scoped_ptr<float[]> filtered_noise_var_; | |
| 134 rtc::scoped_ptr<float[]> center_freqs_; | 98 rtc::scoped_ptr<float[]> center_freqs_; |
| 135 std::vector<std::vector<float>> capture_filter_bank_; | 99 std::vector<std::vector<float>> capture_filter_bank_; |
| 136 std::vector<std::vector<float>> render_filter_bank_; | 100 std::vector<std::vector<float>> render_filter_bank_; |
| 137 size_t start_freq_; | 101 size_t start_freq_; |
| 138 rtc::scoped_ptr<float[]> rho_; // Production and interpretation SNR. | 102 |
| 139 // for each ERB band. | |
| 140 rtc::scoped_ptr<float[]> gains_eq_; // Pre-filter modified gains. | 103 rtc::scoped_ptr<float[]> gains_eq_; // Pre-filter modified gains. |
| 141 intelligibility::GainApplier gain_applier_; | 104 intelligibility::GainApplier gain_applier_; |
| 142 | 105 |
| 143 // Destination buffers used to reassemble blocked chunks before overwriting | 106 // Destination buffers used to reassemble blocked chunks before overwriting |
| 144 // the original input array with modifications. | 107 // the original input array with modifications. |
| 145 ChannelBuffer<float> temp_render_out_buffer_; | 108 ChannelBuffer<float> temp_render_out_buffer_; |
| 146 | 109 |
| 147 rtc::scoped_ptr<float[]> kbd_window_; | |
| 148 TransformCallback render_callback_; | 110 TransformCallback render_callback_; |
| 149 rtc::scoped_ptr<LappedTransform> render_mangler_; | 111 rtc::scoped_ptr<LappedTransform> render_mangler_; |
| 150 int block_count_; | 112 |
| 151 int analysis_step_; | 113 VoiceActivityDetector vad_; |
| 114 std::vector<int16_t> audio_s16_; |
| 115 size_t chunks_since_voice_; |
| 116 bool is_speech_; |
| 152 }; | 117 }; |
| 153 | 118 |
| 154 } // namespace webrtc | 119 } // namespace webrtc |
| 155 | 120 |
| 156 #endif // WEBRTC_MODULES_AUDIO_PROCESSING_INTELLIGIBILITY_INTELLIGIBILITY_ENHAN
CER_H_ | 121 #endif // WEBRTC_MODULES_AUDIO_PROCESSING_INTELLIGIBILITY_INTELLIGIBILITY_ENHAN
CER_H_ |
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