-
Notifications
You must be signed in to change notification settings - Fork 4
/
Copy pathhmmTraining_fe.m
59 lines (48 loc) · 2.21 KB
/
hmmTraining_fe.m
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
% Copyright (c) 2012, Jianxia Xue, [email protected]
% All rights reserved.
%
% Redistribution and use in source, with or without
% modification, are permitted provided that the following conditions are
% met:
%
% * Redistributions of source code must retain the above copyright
% notice, this list of conditions and the following disclaimer.
% * Redistributions in binary form must reproduce the above copyright
% notice, this list of conditions and the following disclaimer in
% the documentation and/or other materials provided with the distribution
%
% THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
% AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
% IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
% ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
% LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
% CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
% SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
% INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
% CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
% ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
% POSSIBILITY OF SUCH DAMAGE.
% feature extraction of all wav files in a folder
function hmmTraining_fe(folder, config)
if (nargin < 2)
config.fs = 8000;
config.winType = 'hamming';
config.winLen = 256;
config.winSpa = 128;
config.Nfft = 512;
config.featureType = 'mfcc';
config.featureSize = 13;
end
config.window = hamming(config.winLen);
files = dir([folder '/*.wav'] );
for i=1:length(files)
wavfile = files(i);
wavfile.name = [folder '/' wavfile.name];
featureFile = strrep(wavfile.name, '.wav', ['.' config.featureType]);
[data, fs] = wavread(wavfile.name);
config.M = config.featureSize;
[frames, centers] = framing(data, fs, config.winLen, config.winSpa);
[features, labels] = shortTimeAnalysis(frames, centers, config);
save([featureFile '.mat'], 'config', 'features', 'labels');
disp(['done ' featureFile]);
end