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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 #ifndef WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ | 11 #ifndef WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ |
| 12 #define WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ | 12 #define WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ |
| 13 | 13 |
| 14 // MSVC++ requires this to be set before any other includes to get M_PI. |
| 15 #define _USE_MATH_DEFINES |
| 16 |
| 17 #include <math.h> |
| 14 #include <vector> | 18 #include <vector> |
| 15 | 19 |
| 16 #include "webrtc/common_audio/lapped_transform.h" | 20 #include "webrtc/common_audio/lapped_transform.h" |
| 17 #include "webrtc/common_audio/channel_buffer.h" | 21 #include "webrtc/common_audio/channel_buffer.h" |
| 18 #include "webrtc/modules/audio_processing/beamformer/beamformer.h" | 22 #include "webrtc/modules/audio_processing/beamformer/beamformer.h" |
| 19 #include "webrtc/modules/audio_processing/beamformer/complex_matrix.h" | 23 #include "webrtc/modules/audio_processing/beamformer/complex_matrix.h" |
| 20 #include "webrtc/system_wrappers/include/scoped_vector.h" | 24 #include "webrtc/system_wrappers/include/scoped_vector.h" |
| 21 | 25 |
| 22 namespace webrtc { | 26 namespace webrtc { |
| 23 | 27 |
| 24 // Enhances sound sources coming directly in front of a uniform linear array | 28 // Enhances sound sources coming directly in front of a uniform linear array |
| 25 // and suppresses sound sources coming from all other directions. Operates on | 29 // and suppresses sound sources coming from all other directions. Operates on |
| 26 // multichannel signals and produces single-channel output. | 30 // multichannel signals and produces single-channel output. |
| 27 // | 31 // |
| 28 // The implemented nonlinear postfilter algorithm taken from "A Robust Nonlinear | 32 // The implemented nonlinear postfilter algorithm taken from "A Robust Nonlinear |
| 29 // Beamforming Postprocessor" by Bastiaan Kleijn. | 33 // Beamforming Postprocessor" by Bastiaan Kleijn. |
| 30 class NonlinearBeamformer | 34 class NonlinearBeamformer |
| 31 : public Beamformer<float>, | 35 : public Beamformer<float>, |
| 32 public LappedTransform::Callback { | 36 public LappedTransform::Callback { |
| 33 public: | 37 public: |
| 34 explicit NonlinearBeamformer(const std::vector<Point>& array_geometry); | 38 static const float kHalfBeamWidthRadians; |
| 39 |
| 40 explicit NonlinearBeamformer( |
| 41 const std::vector<Point>& array_geometry, |
| 42 SphericalPointf target_direction = |
| 43 SphericalPointf(static_cast<float>(M_PI) / 2.f, 0.f, 1.f)); |
| 35 | 44 |
| 36 // Sample rate corresponds to the lower band. | 45 // Sample rate corresponds to the lower band. |
| 37 // Needs to be called before the NonlinearBeamformer can be used. | 46 // Needs to be called before the NonlinearBeamformer can be used. |
| 38 void Initialize(int chunk_size_ms, int sample_rate_hz) override; | 47 void Initialize(int chunk_size_ms, int sample_rate_hz) override; |
| 39 | 48 |
| 40 // Process one time-domain chunk of audio. The audio is expected to be split | 49 // Process one time-domain chunk of audio. The audio is expected to be split |
| 41 // into frequency bands inside the ChannelBuffer. The number of frames and | 50 // into frequency bands inside the ChannelBuffer. The number of frames and |
| 42 // channels must correspond to the constructor parameters. The same | 51 // channels must correspond to the constructor parameters. The same |
| 43 // ChannelBuffer can be passed in as |input| and |output|. | 52 // ChannelBuffer can be passed in as |input| and |output|. |
| 44 void ProcessChunk(const ChannelBuffer<float>& input, | 53 void ProcessChunk(const ChannelBuffer<float>& input, |
| 45 ChannelBuffer<float>* output) override; | 54 ChannelBuffer<float>* output) override; |
| 46 | 55 |
| 56 void AimAt(const SphericalPointf& target_direction) override; |
| 57 |
| 47 bool IsInBeam(const SphericalPointf& spherical_point) override; | 58 bool IsInBeam(const SphericalPointf& spherical_point) override; |
| 48 | 59 |
| 49 // After processing each block |is_target_present_| is set to true if the | 60 // After processing each block |is_target_present_| is set to true if the |
| 50 // target signal es present and to false otherwise. This methods can be called | 61 // target signal es present and to false otherwise. This methods can be called |
| 51 // to know if the data is target signal or interference and process it | 62 // to know if the data is target signal or interference and process it |
| 52 // accordingly. | 63 // accordingly. |
| 53 bool is_target_present() override { return is_target_present_; } | 64 bool is_target_present() override { return is_target_present_; } |
| 54 | 65 |
| 55 protected: | 66 protected: |
| 56 // Process one frequency-domain block of audio. This is where the fun | 67 // Process one frequency-domain block of audio. This is where the fun |
| 57 // happens. Implements LappedTransform::Callback. | 68 // happens. Implements LappedTransform::Callback. |
| 58 void ProcessAudioBlock(const complex<float>* const* input, | 69 void ProcessAudioBlock(const complex<float>* const* input, |
| 59 int num_input_channels, | 70 int num_input_channels, |
| 60 size_t num_freq_bins, | 71 size_t num_freq_bins, |
| 61 int num_output_channels, | 72 int num_output_channels, |
| 62 complex<float>* const* output) override; | 73 complex<float>* const* output) override; |
| 63 | 74 |
| 64 private: | 75 private: |
| 76 FRIEND_TEST_ALL_PREFIXES(NonlinearBeamformerTest, |
| 77 InterfAnglesTakeAmbiguityIntoAccount); |
| 78 |
| 65 typedef Matrix<float> MatrixF; | 79 typedef Matrix<float> MatrixF; |
| 66 typedef ComplexMatrix<float> ComplexMatrixF; | 80 typedef ComplexMatrix<float> ComplexMatrixF; |
| 67 typedef complex<float> complex_f; | 81 typedef complex<float> complex_f; |
| 68 | 82 |
| 69 void InitFrequencyCorrectionRanges(); | 83 void InitLowFrequencyCorrectionRanges(); |
| 84 void InitHighFrequencyCorrectionRanges(); |
| 70 void InitInterfAngles(); | 85 void InitInterfAngles(); |
| 71 void InitDelaySumMasks(); | 86 void InitDelaySumMasks(); |
| 72 void InitTargetCovMats(); | 87 void InitTargetCovMats(); |
| 88 void InitDiffuseCovMats(); |
| 73 void InitInterfCovMats(); | 89 void InitInterfCovMats(); |
| 90 void NormalizeCovMats(); |
| 74 | 91 |
| 75 // Calculates postfilter masks that minimize the mean squared error of our | 92 // Calculates postfilter masks that minimize the mean squared error of our |
| 76 // estimation of the desired signal. | 93 // estimation of the desired signal. |
| 77 float CalculatePostfilterMask(const ComplexMatrixF& interf_cov_mat, | 94 float CalculatePostfilterMask(const ComplexMatrixF& interf_cov_mat, |
| 78 float rpsiw, | 95 float rpsiw, |
| 79 float ratio_rxiw_rxim, | 96 float ratio_rxiw_rxim, |
| 80 float rmxi_r); | 97 float rmxi_r); |
| 81 | 98 |
| 82 // Prevents the postfilter masks from degenerating too quickly (a cause of | 99 // Prevents the postfilter masks from degenerating too quickly (a cause of |
| 83 // musical noise). | 100 // musical noise). |
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| 109 // Deals with the fft transform and blocking. | 126 // Deals with the fft transform and blocking. |
| 110 size_t chunk_length_; | 127 size_t chunk_length_; |
| 111 rtc::scoped_ptr<LappedTransform> lapped_transform_; | 128 rtc::scoped_ptr<LappedTransform> lapped_transform_; |
| 112 float window_[kFftSize]; | 129 float window_[kFftSize]; |
| 113 | 130 |
| 114 // Parameters exposed to the user. | 131 // Parameters exposed to the user. |
| 115 const int num_input_channels_; | 132 const int num_input_channels_; |
| 116 int sample_rate_hz_; | 133 int sample_rate_hz_; |
| 117 | 134 |
| 118 const std::vector<Point> array_geometry_; | 135 const std::vector<Point> array_geometry_; |
| 136 // The normal direction of the array if it has one and it is in the xy-plane. |
| 137 const rtc::Maybe<Point> array_normal_; |
| 119 | 138 |
| 120 // Minimum spacing between microphone pairs. | 139 // Minimum spacing between microphone pairs. |
| 121 const float min_mic_spacing_; | 140 const float min_mic_spacing_; |
| 122 | 141 |
| 123 // Calculated based on user-input and constants in the .cc file. | 142 // Calculated based on user-input and constants in the .cc file. |
| 124 size_t low_mean_start_bin_; | 143 size_t low_mean_start_bin_; |
| 125 size_t low_mean_end_bin_; | 144 size_t low_mean_end_bin_; |
| 126 size_t high_mean_start_bin_; | 145 size_t high_mean_start_bin_; |
| 127 size_t high_mean_end_bin_; | 146 size_t high_mean_end_bin_; |
| 128 | 147 |
| 129 // Quickly varying mask updated every block. | 148 // Quickly varying mask updated every block. |
| 130 float new_mask_[kNumFreqBins]; | 149 float new_mask_[kNumFreqBins]; |
| 131 // Time smoothed mask. | 150 // Time smoothed mask. |
| 132 float time_smooth_mask_[kNumFreqBins]; | 151 float time_smooth_mask_[kNumFreqBins]; |
| 133 // Time and frequency smoothed mask. | 152 // Time and frequency smoothed mask. |
| 134 float final_mask_[kNumFreqBins]; | 153 float final_mask_[kNumFreqBins]; |
| 135 | 154 |
| 155 float target_angle_radians_; |
| 136 // Angles of the interferer scenarios. | 156 // Angles of the interferer scenarios. |
| 137 std::vector<float> interf_angles_radians_; | 157 std::vector<float> interf_angles_radians_; |
| 158 // The angle between the target and the interferer scenarios. |
| 159 const float away_radians_; |
| 138 | 160 |
| 139 // Array of length |kNumFreqBins|, Matrix of size |1| x |num_channels_|. | 161 // Array of length |kNumFreqBins|, Matrix of size |1| x |num_channels_|. |
| 140 ComplexMatrixF delay_sum_masks_[kNumFreqBins]; | 162 ComplexMatrixF delay_sum_masks_[kNumFreqBins]; |
| 141 ComplexMatrixF normalized_delay_sum_masks_[kNumFreqBins]; | 163 ComplexMatrixF normalized_delay_sum_masks_[kNumFreqBins]; |
| 142 | 164 |
| 143 // Array of length |kNumFreqBins|, Matrix of size |num_input_channels_| x | 165 // Arrays of length |kNumFreqBins|, Matrix of size |num_input_channels_| x |
| 144 // |num_input_channels_|. | 166 // |num_input_channels_|. |
| 145 ComplexMatrixF target_cov_mats_[kNumFreqBins]; | 167 ComplexMatrixF target_cov_mats_[kNumFreqBins]; |
| 146 | 168 ComplexMatrixF uniform_cov_mat_[kNumFreqBins]; |
| 147 // Array of length |kNumFreqBins|, Matrix of size |num_input_channels_| x | 169 // Array of length |kNumFreqBins|, Matrix of size |num_input_channels_| x |
| 148 // |num_input_channels_|. ScopedVector has a size equal to the number of | 170 // |num_input_channels_|. ScopedVector has a size equal to the number of |
| 149 // interferer scenarios. | 171 // interferer scenarios. |
| 150 ScopedVector<ComplexMatrixF> interf_cov_mats_[kNumFreqBins]; | 172 ScopedVector<ComplexMatrixF> interf_cov_mats_[kNumFreqBins]; |
| 151 | 173 |
| 152 // Of length |kNumFreqBins|. | 174 // Of length |kNumFreqBins|. |
| 153 float wave_numbers_[kNumFreqBins]; | 175 float wave_numbers_[kNumFreqBins]; |
| 154 | 176 |
| 155 // Preallocated for ProcessAudioBlock() | 177 // Preallocated for ProcessAudioBlock() |
| 156 // Of length |kNumFreqBins|. | 178 // Of length |kNumFreqBins|. |
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| 169 // Number of blocks after which the data is considered interference if the | 191 // Number of blocks after which the data is considered interference if the |
| 170 // mask does not pass |kMaskSignalThreshold|. | 192 // mask does not pass |kMaskSignalThreshold|. |
| 171 size_t hold_target_blocks_; | 193 size_t hold_target_blocks_; |
| 172 // Number of blocks since the last mask that passed |kMaskSignalThreshold|. | 194 // Number of blocks since the last mask that passed |kMaskSignalThreshold|. |
| 173 size_t interference_blocks_count_; | 195 size_t interference_blocks_count_; |
| 174 }; | 196 }; |
| 175 | 197 |
| 176 } // namespace webrtc | 198 } // namespace webrtc |
| 177 | 199 |
| 178 #endif // WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ | 200 #endif // WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ |
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