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1 % Copyright 2013, Google, Inc.
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2 % Author: Richard F. Lyon
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3 %
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4 % This Matlab file is part of an implementation of Lyon's cochlear model:
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5 % "Cascade of Asymmetric Resonators with Fast-Acting Compression"
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6 % to supplement Lyon's upcoming book "Human and Machine Hearing"
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7 %
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8 % Licensed under the Apache License, Version 2.0 (the "License");
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9 % you may not use this file except in compliance with the License.
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10 % You may obtain a copy of the License at
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11 %
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12 % http://www.apache.org/licenses/LICENSE-2.0
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13 %
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14 % Unless required by applicable law or agreed to in writing, software
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15 % distributed under the License is distributed on an "AS IS" BASIS,
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16 % WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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17 % See the License for the specific language governing permissions and
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18 % limitations under the License.
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19
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20 function [frame_rate, num_frames] = SAI_RunLayered(CF, input_waves)
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21 % function [CF, SAI_movie] = CARFAC_RunLayered(CF, input_waves)
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22 % This function runs the CARFAC and generates an SAI movie, dumped as PNG
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23 % files for now.
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24
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25 % Layer 1 is not decimated from the 22050 rate; subsequent layers have
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26 % smoothing and 2X decimation each. All layers get composited together
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27 % into movie frames.
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28
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29 n_ch = CF.n_ch;
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30 [n_samp, n_ears] = size(input_waves);
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31 if n_ears ~= CF.n_ears
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32 error('bad number of input_waves channels passed to CARFAC_Run')
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33 end
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34 fs = CF.fs;
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35
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36 seglen = round(fs / 30); % Pick about 30 fps
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37 frame_rate = fs / seglen;
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38
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39 % Design the composite log-lag SAI using these parameters and defaults.
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40 n_layers = 15
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41 width_per_layer = 36;
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42 [layer_array, total_width, lags] = ...
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43 SAI_DesignLayers(n_layers, width_per_layer, seglen);
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44
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45 % Find where in the lag curve corresponds to the piano black keys:
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46 pitches = fs ./ lags;
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47 key_indices = [];
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48 df = log(2)/width_per_layer;
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49 for f = [BlackKeyFrequencies, 8, 4, 2, 1-df, 1, 1+df, 0.5, 0.25, 0.125, ...
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50 -2000, -1000, -500, -250, -125]; % Augment with beat.
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51 [dist, index] = min((f - pitches).^2);
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52 key_indices = [key_indices, index];
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53 end
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54 piano = zeros(1, total_width);
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55 piano(key_indices) = 1;
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56 piano = [piano; piano; piano];
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57
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58
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59 % Make the composite SAI image array.
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60 composite_frame = zeros(n_ch, total_width);
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61
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62 n_segs = ceil(n_samp / seglen);
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63
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64 % Make the history buffers in the layers_array:
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65 for layer = 1:n_layers
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66 layer_array(layer).nap_buffer = zeros(layer_array(layer).buffer_width, n_ch);
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67 layer_array(layer).nap_fraction = 0; % leftover fraction to shift in.
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68 % The SAI frame is transposed to be image-like.
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69 layer_array(layer).frame = zeros(n_ch, layer_array(layer).frame_width);
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70 end
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71
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72 n_marginal_rows = 100;
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73 marginals = [];
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74 average_composite = 0;
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75
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76 future_lags = layer_array(1).future_lags;
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77 % marginals_frame = zeros(total_width - future_lags + 2*n_ch, total_width);
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78 marginals_frame = zeros(n_ch, total_width);
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79
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80 for seg_num = 1:n_segs
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81 % k_range is the range of input sample indices for this segment
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82 if seg_num == n_segs
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83 % The last segment may be short of seglen, but do it anyway:
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84 k_range = (seglen*(seg_num - 1) + 1):n_samp;
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85 else
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86 k_range = seglen*(seg_num - 1) + (1:seglen);
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87 end
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88 % Process a segment to get a slice of decim_naps, and plot AGC state:
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89 [seg_naps, CF] = CARFAC_Run_Segment(CF, input_waves(k_range, :));
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90
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91 seg_naps = max(0, seg_naps); % Rectify
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92
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93 if seg_num == n_segs % pad out the last result
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94 seg_naps = [seg_naps; zeros(seglen - size(seg_naps,1), size(seg_naps, 2))];
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95 end
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96
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97 % Shift new data into some or all of the layer buffers:
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98 layer_array = SAI_UpdateBuffers(layer_array, seg_naps, seg_num);
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99
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100 for layer = n_layers:-1:1 % Stabilize and blend from coarse to fine
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101 update_interval = layer_array(layer).update_interval;
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102 if 0 == mod(seg_num, update_interval)
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103 layer_array(layer) = SAI_StabilizeLayer(layer_array(layer));
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104 composite_frame = SAI_BlendFrameIntoComposite( ...
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105 layer_array(layer), composite_frame);
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106 end
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107 end
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108
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109 average_composite = average_composite + ...
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110 0.01 * (composite_frame - average_composite);
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111
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112 if isempty(marginals)
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113 marginals = zeros(n_marginal_rows, total_width);
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114 end
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115 for row = n_marginal_rows:-1:11
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116 % smooth from row above (lower number)
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117 marginals(row, :) = marginals(row, :) + ...
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118 2^((10 - row)/8) * (1.01*marginals(row - 1, :) - marginals(row, :));
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119 end
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120 lag_marginal = mean(composite_frame, 1); % means max out near 1 or 2
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121 lag_marginal = lag_marginal - 0.75*smooth1d(lag_marginal, 30)';
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122
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123 freq_marginal = mean(layer_array(1).nap_buffer);
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124 % emphasize local peaks:
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125 freq_marginal = freq_marginal - 0.5*smooth1d(freq_marginal, 5)';
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126
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127
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128 % marginals_frame = [marginals_frame(:, 2:end), ...
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129 % [lag_marginal(1:(end - future_lags)), freq_marginal(ceil((1:(2*end))/2))]'];
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130 marginals_frame = [marginals_frame(:, 2:end), freq_marginal(1:end)'];
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131
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132 for row = 10:-1:1
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133 marginals(row, :) = lag_marginal - (10 - row) / 40;
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134 end
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135
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136 if 0 == mod(seg_num, update_interval) || seg_num == 1
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137 coc_gram = layer_array(end).nap_buffer';
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138 [n_ch, n_width] = size(composite_frame);
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139 coc_gram = [coc_gram, zeros(n_ch, n_width - size(coc_gram, 2))];
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140 coc_gram = coc_gram(:, (end-total_width+1):end);
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141 end
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142
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143 display_frame = [ ... % coc_gram; ...
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144 4 * marginals_frame; ...
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145 composite_frame(ceil((1:(2*end))/2), :); ...
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146 piano; ...
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147 10*max(0,marginals)];
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148
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149 cmap = jet;
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150 cmap = 1 - gray; % jet
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151 figure(10)
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152 image(32*display_frame);
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153 colormap(cmap);
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154
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155 drawnow
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156 imwrite(32*display_frame, cmap, sprintf('frames/frame%05d.png', seg_num));
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157 end
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158
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159 num_frames = seg_num;
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160
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161 return
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162
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163
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164 function frequencies = BlackKeyFrequencies
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165 black_indices = [];
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166 for index = 0:87
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167 if any(mod(index, 12) == [1 4 6 9 11])
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168 black_indices = [black_indices, index];
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169 end
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170 end
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171 frequencies = 27.5 * 2.^(black_indices / 12);
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172
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173
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