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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 |
| (...skipping 13 matching lines...) Expand all Loading... | |
| 24 // Enhances sound sources coming directly in front of a uniform linear array | 24 // Enhances sound sources coming directly in front of a uniform linear array |
| 25 // and suppresses sound sources coming from all other directions. Operates on | 25 // and suppresses sound sources coming from all other directions. Operates on |
| 26 // multichannel signals and produces single-channel output. | 26 // multichannel signals and produces single-channel output. |
| 27 // | 27 // |
| 28 // The implemented nonlinear postfilter algorithm taken from "A Robust Nonlinear | 28 // The implemented nonlinear postfilter algorithm taken from "A Robust Nonlinear |
| 29 // Beamforming Postprocessor" by Bastiaan Kleijn. | 29 // Beamforming Postprocessor" by Bastiaan Kleijn. |
| 30 class NonlinearBeamformer | 30 class NonlinearBeamformer |
| 31 : public Beamformer<float>, | 31 : public Beamformer<float>, |
| 32 public LappedTransform::Callback { | 32 public LappedTransform::Callback { |
| 33 public: | 33 public: |
| 34 explicit NonlinearBeamformer(const std::vector<Point>& array_geometry); | 34 explicit NonlinearBeamformer(const std::vector<Point>& array_geometry, |
| 35 float target_angle_radians = M_PI / 2.f); | |
|
Andrew MacDonald
2015/10/14 22:12:31
Since we're exposing a setter, I think it's redund
aluebs-webrtc
2015/10/20 00:04:20
Since it has a default value, it is not necessary
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| 35 | 36 |
| 36 // Sample rate corresponds to the lower band. | 37 // Sample rate corresponds to the lower band. |
| 37 // Needs to be called before the NonlinearBeamformer can be used. | 38 // Needs to be called before the NonlinearBeamformer can be used. |
| 38 void Initialize(int chunk_size_ms, int sample_rate_hz) override; | 39 void Initialize(int chunk_size_ms, int sample_rate_hz) override; |
| 39 | 40 |
| 40 // Process one time-domain chunk of audio. The audio is expected to be split | 41 // 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 | 42 // into frequency bands inside the ChannelBuffer. The number of frames and |
| 42 // channels must correspond to the constructor parameters. The same | 43 // channels must correspond to the constructor parameters. The same |
| 43 // ChannelBuffer can be passed in as |input| and |output|. | 44 // ChannelBuffer can be passed in as |input| and |output|. |
| 44 void ProcessChunk(const ChannelBuffer<float>& input, | 45 void ProcessChunk(const ChannelBuffer<float>& input, |
| 45 ChannelBuffer<float>* output) override; | 46 ChannelBuffer<float>* output) override; |
| 46 | 47 |
| 48 void SteerBeam(float target_angle_radians); | |
|
peah-webrtc
2015/10/13 12:53:41
My gut feeling is that it would be simpler for an
Andrew MacDonald
2015/10/14 22:12:31
This seems like a fairly generic beamformer task.
aluebs-webrtc
2015/10/20 00:04:20
Agreed. Added.
aluebs-webrtc
2015/10/20 00:04:20
That is true for human input, but this is probably
peah-webrtc
2015/10/20 21:22:33
Acknowledged.
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| 49 | |
| 47 bool IsInBeam(const SphericalPointf& spherical_point) override; | 50 bool IsInBeam(const SphericalPointf& spherical_point) override; |
| 48 | 51 |
| 49 // After processing each block |is_target_present_| is set to true if the | 52 // 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 | 53 // 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 | 54 // to know if the data is target signal or interference and process it |
| 52 // accordingly. | 55 // accordingly. |
| 53 bool is_target_present() override { return is_target_present_; } | 56 bool is_target_present() override { return is_target_present_; } |
| 54 | 57 |
| 55 protected: | 58 protected: |
| 56 // Process one frequency-domain block of audio. This is where the fun | 59 // Process one frequency-domain block of audio. This is where the fun |
| 57 // happens. Implements LappedTransform::Callback. | 60 // happens. Implements LappedTransform::Callback. |
| 58 void ProcessAudioBlock(const complex<float>* const* input, | 61 void ProcessAudioBlock(const complex<float>* const* input, |
| 59 int num_input_channels, | 62 int num_input_channels, |
| 60 size_t num_freq_bins, | 63 size_t num_freq_bins, |
| 61 int num_output_channels, | 64 int num_output_channels, |
| 62 complex<float>* const* output) override; | 65 complex<float>* const* output) override; |
| 63 | 66 |
| 64 private: | 67 private: |
| 65 typedef Matrix<float> MatrixF; | 68 typedef Matrix<float> MatrixF; |
| 66 typedef ComplexMatrix<float> ComplexMatrixF; | 69 typedef ComplexMatrix<float> ComplexMatrixF; |
| 67 typedef complex<float> complex_f; | 70 typedef complex<float> complex_f; |
| 68 | 71 |
| 69 void InitFrequencyCorrectionRanges(); | 72 void InitLowFrequencyCorrectionRanges(); |
| 73 void InitHighFrequencyCorrectionRanges(); | |
| 70 void InitInterfAngles(); | 74 void InitInterfAngles(); |
| 71 void InitDelaySumMasks(); | 75 void InitDelaySumMasks(); |
| 72 void InitTargetCovMats(); | 76 void InitTargetCovMats(); |
| 77 void InitDifuseCovMats(); | |
| 73 void InitInterfCovMats(); | 78 void InitInterfCovMats(); |
| 79 void NormalizeCovMats(); | |
| 74 | 80 |
| 75 // Calculates postfilter masks that minimize the mean squared error of our | 81 // Calculates postfilter masks that minimize the mean squared error of our |
| 76 // estimation of the desired signal. | 82 // estimation of the desired signal. |
| 77 float CalculatePostfilterMask(const ComplexMatrixF& interf_cov_mat, | 83 float CalculatePostfilterMask(const ComplexMatrixF& interf_cov_mat, |
| 78 float rpsiw, | 84 float rpsiw, |
| 79 float ratio_rxiw_rxim, | 85 float ratio_rxiw_rxim, |
| 80 float rmxi_r); | 86 float rmxi_r); |
| 81 | 87 |
| 82 // Prevents the postfilter masks from degenerating too quickly (a cause of | 88 // Prevents the postfilter masks from degenerating too quickly (a cause of |
| 83 // musical noise). | 89 // musical noise). |
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| 126 size_t high_mean_start_bin_; | 132 size_t high_mean_start_bin_; |
| 127 size_t high_mean_end_bin_; | 133 size_t high_mean_end_bin_; |
| 128 | 134 |
| 129 // Quickly varying mask updated every block. | 135 // Quickly varying mask updated every block. |
| 130 float new_mask_[kNumFreqBins]; | 136 float new_mask_[kNumFreqBins]; |
| 131 // Time smoothed mask. | 137 // Time smoothed mask. |
| 132 float time_smooth_mask_[kNumFreqBins]; | 138 float time_smooth_mask_[kNumFreqBins]; |
| 133 // Time and frequency smoothed mask. | 139 // Time and frequency smoothed mask. |
| 134 float final_mask_[kNumFreqBins]; | 140 float final_mask_[kNumFreqBins]; |
| 135 | 141 |
| 142 // For both target and interference angles, PI / 2 is perpendicular to the | |
| 143 // microphone array, facing forwards. The positive direction goes | |
| 144 // counterclockwise. | |
|
Andrew MacDonald
2015/10/14 22:12:31
This is really about our coordinate system, and sp
aluebs-webrtc
2015/10/20 00:04:20
I am not sure if we want to impose a specific conv
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| 145 float target_angle_radians_; | |
| 136 // Angles of the interferer scenarios. | 146 // Angles of the interferer scenarios. |
| 137 std::vector<float> interf_angles_radians_; | 147 std::vector<float> interf_angles_radians_; |
| 138 | 148 |
| 139 // Array of length |kNumFreqBins|, Matrix of size |1| x |num_channels_|. | 149 // Array of length |kNumFreqBins|, Matrix of size |1| x |num_channels_|. |
| 140 ComplexMatrixF delay_sum_masks_[kNumFreqBins]; | 150 ComplexMatrixF delay_sum_masks_[kNumFreqBins]; |
| 141 ComplexMatrixF normalized_delay_sum_masks_[kNumFreqBins]; | 151 ComplexMatrixF normalized_delay_sum_masks_[kNumFreqBins]; |
| 142 | 152 |
| 143 // Array of length |kNumFreqBins|, Matrix of size |num_input_channels_| x | 153 // Arrays of length |kNumFreqBins|, Matrix of size |num_input_channels_| x |
| 144 // |num_input_channels_|. | 154 // |num_input_channels_|. |
| 145 ComplexMatrixF target_cov_mats_[kNumFreqBins]; | 155 ComplexMatrixF target_cov_mats_[kNumFreqBins]; |
| 146 | 156 ComplexMatrixF uniform_cov_mat_[kNumFreqBins]; |
| 147 // Array of length |kNumFreqBins|, Matrix of size |num_input_channels_| x | 157 // Array of length |kNumFreqBins|, Matrix of size |num_input_channels_| x |
| 148 // |num_input_channels_|. ScopedVector has a size equal to the number of | 158 // |num_input_channels_|. ScopedVector has a size equal to the number of |
| 149 // interferer scenarios. | 159 // interferer scenarios. |
| 150 ScopedVector<ComplexMatrixF> interf_cov_mats_[kNumFreqBins]; | 160 ScopedVector<ComplexMatrixF> interf_cov_mats_[kNumFreqBins]; |
| 151 | 161 |
| 152 // Of length |kNumFreqBins|. | 162 // Of length |kNumFreqBins|. |
| 153 float wave_numbers_[kNumFreqBins]; | 163 float wave_numbers_[kNumFreqBins]; |
| 154 | 164 |
| 155 // Preallocated for ProcessAudioBlock() | 165 // Preallocated for ProcessAudioBlock() |
| 156 // Of length |kNumFreqBins|. | 166 // Of length |kNumFreqBins|. |
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| 169 // Number of blocks after which the data is considered interference if the | 179 // Number of blocks after which the data is considered interference if the |
| 170 // mask does not pass |kMaskSignalThreshold|. | 180 // mask does not pass |kMaskSignalThreshold|. |
| 171 size_t hold_target_blocks_; | 181 size_t hold_target_blocks_; |
| 172 // Number of blocks since the last mask that passed |kMaskSignalThreshold|. | 182 // Number of blocks since the last mask that passed |kMaskSignalThreshold|. |
| 173 size_t interference_blocks_count_; | 183 size_t interference_blocks_count_; |
| 174 }; | 184 }; |
| 175 | 185 |
| 176 } // namespace webrtc | 186 } // namespace webrtc |
| 177 | 187 |
| 178 #endif // WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ | 188 #endif // WEBRTC_MODULES_AUDIO_PROCESSING_BEAMFORMER_NONLINEAR_BEAMFORMER_H_ |
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