annotate trunk/matlab/bmm/carfac/SAI_RunLayered.m @ 675:920a5d853b97

Some cleanups of internal SAI computation to improve readability.
author ronw@google.com
date Fri, 24 May 2013 17:04:33 +0000
parents d0ff15c36828
children edfe3a98504b
rev   line source
dicklyon@615 1 % Copyright 2013, Google, Inc.
dicklyon@615 2 % Author: Richard F. Lyon
dicklyon@615 3 %
dicklyon@615 4 % This Matlab file is part of an implementation of Lyon's cochlear model:
dicklyon@615 5 % "Cascade of Asymmetric Resonators with Fast-Acting Compression"
dicklyon@615 6 % to supplement Lyon's upcoming book "Human and Machine Hearing"
dicklyon@615 7 %
dicklyon@615 8 % Licensed under the Apache License, Version 2.0 (the "License");
dicklyon@615 9 % you may not use this file except in compliance with the License.
dicklyon@615 10 % You may obtain a copy of the License at
dicklyon@615 11 %
dicklyon@615 12 % http://www.apache.org/licenses/LICENSE-2.0
dicklyon@615 13 %
dicklyon@615 14 % Unless required by applicable law or agreed to in writing, software
dicklyon@615 15 % distributed under the License is distributed on an "AS IS" BASIS,
dicklyon@615 16 % WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
dicklyon@615 17 % See the License for the specific language governing permissions and
dicklyon@615 18 % limitations under the License.
dicklyon@615 19
dicklyon@615 20 function [frame_rate, num_frames] = SAI_RunLayered(CF, input_waves)
ronw@675 21 % function [CF, SAI_movie] = CARFAC_RunLayered(CF, input_waves)
dicklyon@615 22 % This function runs the CARFAC and generates an SAI movie, dumped as PNG
dicklyon@615 23 % files for now.
dicklyon@615 24
dicklyon@615 25 % Layer 1 is not decimated from the 22050 rate; subsequent layers have
ronw@675 26 % smoothing and 2X decimation each. All layers get composited together
dicklyon@615 27 % into movie frames.
dicklyon@615 28
dicklyon@615 29 n_ch = CF.n_ch;
dicklyon@615 30 [n_samp, n_ears] = size(input_waves);
dicklyon@615 31 if n_ears ~= CF.n_ears
dicklyon@615 32 error('bad number of input_waves channels passed to CARFAC_Run')
dicklyon@615 33 end
dicklyon@615 34 fs = CF.fs;
dicklyon@615 35
dicklyon@665 36 seglen = round(fs / 30); % Pick about 30 fps
dicklyon@665 37 frame_rate = fs / seglen;
dicklyon@665 38
dicklyon@615 39 % Design the composite log-lag SAI using these parameters and defaults.
dicklyon@665 40 n_layers = 15
dicklyon@665 41 width_per_layer = 36;
dicklyon@665 42 [layer_array, total_width, lags] = ...
dicklyon@665 43 SAI_DesignLayers(n_layers, width_per_layer, seglen);
dicklyon@665 44
dicklyon@665 45 % Find where in the lag curve corresponds to the piano black keys:
dicklyon@665 46 pitches = fs ./ lags;
dicklyon@665 47 key_indices = [];
dicklyon@665 48 df = log(2)/width_per_layer;
dicklyon@665 49 for f = [BlackKeyFrequencies, 8, 4, 2, 1-df, 1, 1+df, 0.5, 0.25, 0.125, ...
dicklyon@665 50 -2000, -1000, -500, -250, -125]; % Augment with beat.
dicklyon@665 51 [dist, index] = min((f - pitches).^2);
dicklyon@665 52 key_indices = [key_indices, index];
dicklyon@665 53 end
dicklyon@665 54 piano = zeros(1, total_width);
dicklyon@665 55 piano(key_indices) = 1;
dicklyon@665 56 piano = [piano; piano; piano];
dicklyon@665 57
dicklyon@615 58
dicklyon@615 59 % Make the composite SAI image array.
dicklyon@615 60 composite_frame = zeros(n_ch, total_width);
dicklyon@615 61
dicklyon@615 62 n_segs = ceil(n_samp / seglen);
dicklyon@615 63
dicklyon@615 64 % Make the history buffers in the layers_array:
dicklyon@615 65 for layer = 1:n_layers
dicklyon@615 66 layer_array(layer).nap_buffer = zeros(layer_array(layer).buffer_width, n_ch);
dicklyon@615 67 layer_array(layer).nap_fraction = 0; % leftover fraction to shift in.
dicklyon@619 68 % The SAI frame is transposed to be image-like.
dicklyon@619 69 layer_array(layer).frame = zeros(n_ch, layer_array(layer).frame_width);
dicklyon@615 70 end
dicklyon@615 71
dicklyon@665 72 n_marginal_rows = 100;
dicklyon@619 73 marginals = [];
dicklyon@665 74 average_composite = 0;
dicklyon@619 75
dicklyon@665 76 future_lags = layer_array(1).future_lags;
dicklyon@665 77 % marginals_frame = zeros(total_width - future_lags + 2*n_ch, total_width);
dicklyon@665 78 marginals_frame = zeros(n_ch, total_width);
dicklyon@665 79
dicklyon@615 80 for seg_num = 1:n_segs
dicklyon@615 81 % k_range is the range of input sample indices for this segment
dicklyon@615 82 if seg_num == n_segs
dicklyon@615 83 % The last segment may be short of seglen, but do it anyway:
dicklyon@615 84 k_range = (seglen*(seg_num - 1) + 1):n_samp;
dicklyon@615 85 else
dicklyon@615 86 k_range = seglen*(seg_num - 1) + (1:seglen);
dicklyon@615 87 end
dicklyon@615 88 % Process a segment to get a slice of decim_naps, and plot AGC state:
dicklyon@615 89 [seg_naps, CF] = CARFAC_Run_Segment(CF, input_waves(k_range, :));
dicklyon@615 90
dicklyon@615 91 seg_naps = max(0, seg_naps); % Rectify
dicklyon@615 92
dicklyon@615 93 if seg_num == n_segs % pad out the last result
dicklyon@615 94 seg_naps = [seg_naps; zeros(seglen - size(seg_naps,1), size(seg_naps, 2))];
dicklyon@615 95 end
dicklyon@615 96
dicklyon@615 97 % Shift new data into some or all of the layer buffers:
dicklyon@615 98 layer_array = SAI_UpdateBuffers(layer_array, seg_naps, seg_num);
dicklyon@615 99
dicklyon@665 100 for layer = n_layers:-1:1 % Stabilize and blend from coarse to fine
dicklyon@615 101 update_interval = layer_array(layer).update_interval;
dicklyon@615 102 if 0 == mod(seg_num, update_interval)
dicklyon@619 103 layer_array(layer) = SAI_StabilizeLayer(layer_array(layer));
dicklyon@619 104 composite_frame = SAI_BlendFrameIntoComposite( ...
dicklyon@615 105 layer_array(layer), composite_frame);
dicklyon@615 106 end
dicklyon@615 107 end
dicklyon@665 108
dicklyon@665 109 average_composite = average_composite + ...
dicklyon@665 110 0.01 * (composite_frame - average_composite);
dicklyon@619 111
dicklyon@619 112 if isempty(marginals)
dicklyon@665 113 marginals = zeros(n_marginal_rows, total_width);
dicklyon@619 114 end
dicklyon@619 115 for row = n_marginal_rows:-1:11
dicklyon@619 116 % smooth from row above (lower number)
dicklyon@619 117 marginals(row, :) = marginals(row, :) + ...
dicklyon@665 118 2^((10 - row)/8) * (1.01*marginals(row - 1, :) - marginals(row, :));
dicklyon@619 119 end
dicklyon@615 120 lag_marginal = mean(composite_frame, 1); % means max out near 1 or 2
dicklyon@665 121 lag_marginal = lag_marginal - 0.75*smooth1d(lag_marginal, 30)';
dicklyon@665 122
dicklyon@665 123 freq_marginal = mean(layer_array(1).nap_buffer);
dicklyon@665 124 % emphasize local peaks:
dicklyon@665 125 freq_marginal = freq_marginal - 0.5*smooth1d(freq_marginal, 5)';
dicklyon@665 126
dicklyon@665 127
dicklyon@665 128 % marginals_frame = [marginals_frame(:, 2:end), ...
dicklyon@665 129 % [lag_marginal(1:(end - future_lags)), freq_marginal(ceil((1:(2*end))/2))]'];
dicklyon@665 130 marginals_frame = [marginals_frame(:, 2:end), freq_marginal(1:end)'];
dicklyon@665 131
dicklyon@619 132 for row = 10:-1:1
dicklyon@665 133 marginals(row, :) = lag_marginal - (10 - row) / 40;
dicklyon@615 134 end
dicklyon@615 135
dicklyon@615 136 if 0 == mod(seg_num, update_interval) || seg_num == 1
dicklyon@615 137 coc_gram = layer_array(end).nap_buffer';
dicklyon@615 138 [n_ch, n_width] = size(composite_frame);
dicklyon@615 139 coc_gram = [coc_gram, zeros(n_ch, n_width - size(coc_gram, 2))];
dicklyon@665 140 coc_gram = coc_gram(:, (end-total_width+1):end);
dicklyon@615 141 end
dicklyon@615 142
dicklyon@665 143 display_frame = [ ... % coc_gram; ...
dicklyon@665 144 4 * marginals_frame; ...
dicklyon@665 145 composite_frame(ceil((1:(2*end))/2), :); ...
dicklyon@665 146 piano; ...
dicklyon@665 147 10*max(0,marginals)];
dicklyon@615 148
dicklyon@615 149 cmap = jet;
dicklyon@615 150 cmap = 1 - gray; % jet
dicklyon@615 151 figure(10)
dicklyon@615 152 image(32*display_frame);
dicklyon@615 153 colormap(cmap);
dicklyon@615 154
dicklyon@615 155 drawnow
dicklyon@615 156 imwrite(32*display_frame, cmap, sprintf('frames/frame%05d.png', seg_num));
dicklyon@615 157 end
dicklyon@615 158
dicklyon@615 159 num_frames = seg_num;
dicklyon@615 160
dicklyon@615 161 return
dicklyon@615 162
dicklyon@615 163
dicklyon@665 164 function frequencies = BlackKeyFrequencies
dicklyon@665 165 black_indices = [];
dicklyon@665 166 for index = 0:87
dicklyon@665 167 if any(mod(index, 12) == [1 4 6 9 11])
dicklyon@665 168 black_indices = [black_indices, index];
dicklyon@665 169 end
dicklyon@665 170 end
dicklyon@665 171 frequencies = 27.5 * 2.^(black_indices / 12);
dicklyon@615 172
dicklyon@615 173