Mercurial > hg > emotion-detection-top-level
comparison Code/Descriptors/Matlab/MPEG7/FromWeb/h_specgram2.m @ 4:92ca03a8fa99 tip
Update to ICASSP 2013 benchmark
author | Dawn Black |
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date | Wed, 13 Feb 2013 11:02:39 +0000 |
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3:e1cfa7765647 | 4:92ca03a8fa99 |
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1 function [yo,fo,to] = h_specgram2(varargin) | |
2 %SPECGRAM Calculate spectrogram from signal. | |
3 % B = SPECGRAM(A,NFFT,Fs,WINDOW,SHIFT) calculates the spectrogram for | |
4 % the signal in vector A. SPECGRAM splits the signal into overlapping | |
5 % segments, windows each with the WINDOW vector and forms the columns of | |
6 % B with their zero-padded, length NFFT discrete Fourier transforms. Thus | |
7 % each column of B contains an estimate of the short-term, time-localized | |
8 % frequency content of the signal A. Time increases linearly across the | |
9 % columns of B, from left to right. Frequency increases linearly down | |
10 % the rows, starting at 0. If A is a length NX complex signal, B is a | |
11 % complex matrix with NFFT rows and | |
12 % k = fix((NX-NOVERLAP)/(length(WINDOW)-NOVERLAP)) | |
13 % columns, where NOVERLAP = length(WINDOW)-mean(SHIFT) | |
14 % If A is real, B still has k columns but the higher frequency | |
15 % components are truncated (because they are redundant); in that case, | |
16 % SPECGRAM returns B with NFFT/2+1 rows for NFFT even and (NFFT+1)/2 rows | |
17 % for NFFT odd. If you specify a scalar for WINDOW, SPECGRAM uses a | |
18 % Hanning window of that length. WINDOW must have length smaller than | |
19 % or equal to NFFT and greater than NOVERLAP. NOVERLAP is the number of | |
20 % samples the sections of A overlap. Fs is the sampling frequency | |
21 % which does not effect the spectrogram but is used for scaling plots. | |
22 % | |
23 % [B,F,T] = SPECGRAM(A,NFFT,Fs,WINDOW,NOVERLAP) returns a column of | |
24 % frequencies F and one of times T at which the spectrogram is computed. | |
25 % F has length equal to the number of rows of B, T has length k. If you | |
26 % leave Fs unspecified, SPECGRAM assumes a default of 2 Hz. | |
27 % | |
28 % B = SPECGRAM(A) produces the spectrogram of the signal A using default | |
29 % settings; the defaults are NFFT = minimum of 256 and the length of A, a | |
30 % Hanning window of length NFFT, and NOVERLAP = length(WINDOW)/2. You | |
31 % can tell SPECGRAM to use the default for any parameter by leaving it | |
32 % off or using [] for that parameter, e.g. SPECGRAM(A,[],1000) | |
33 % | |
34 % See also PWELCH, CSD, COHERE and TFE. | |
35 | |
36 % Author(s): L. Shure, 1-1-91 | |
37 % T. Krauss, 4-2-93, updated | |
38 % Copyright 1988-2000 The MathWorks, Inc. | |
39 % $Revision: 1.6 $ $Date: 2000/06/09 22:07:35 $ | |
40 | |
41 error(nargchk(1,5,nargin)) | |
42 [msg,x,nfft,Fs,window,shift]=specgramchk(varargin); | |
43 error(msg) | |
44 | |
45 nx = length(x); | |
46 nwind = length(window); | |
47 if nx < nwind % zero-pad x if it has length less than the window length | |
48 x(nwind)=0; nx=nwind; | |
49 end | |
50 x = x(:); % make a column vector for ease later | |
51 window = window(:); % be consistent with data set | |
52 noverlap = nwind - mean(shift); | |
53 ncol = fix((nx-noverlap)/(nwind-noverlap)); | |
54 | |
55 totalshift = sum(shift); | |
56 numshift = length(shift); | |
57 progshift = (cumsum(shift)-shift(1))'; | |
58 overshift = 1:totalshift:nx; | |
59 shifts = progshift(:,ones(1,length(overshift)))+overshift(ones(length(progshift),1),:); | |
60 colindex = reshape(shifts,1,prod(size(shifts))); | |
61 colindex = colindex(1:ncol); | |
62 %colindex = 1 + (0:(ncol-1))*(nwind-noverlap); | |
63 rowindex = (1:nwind)'; | |
64 if length(x)<(nwind+colindex(ncol)-1) | |
65 x(nwind+colindex(ncol)-1) = 0; % zero-pad x | |
66 end | |
67 | |
68 y = zeros(nwind,ncol); | |
69 | |
70 % put x into columns of y with the proper offset | |
71 % should be able to do this with fancy indexing! | |
72 y(:) = x(rowindex(:,ones(1,ncol))+colindex(ones(nwind,1),:)-1); | |
73 | |
74 % Apply the window to the array of offset signal segments. | |
75 y = window(:,ones(1,ncol)).*y; | |
76 | |
77 % now fft y which does the columns | |
78 y = fft(y,nfft); | |
79 if ~any(any(imag(x))) % x purely real | |
80 if rem(nfft,2), % nfft odd | |
81 select = [1:(nfft+1)/2]; | |
82 else | |
83 select = [1:nfft/2+1]; | |
84 end | |
85 y = y(select,:); | |
86 else | |
87 select = 1:nfft; | |
88 end | |
89 f = (select - 1)'*Fs/nfft; | |
90 | |
91 t = (colindex-1)'/Fs; | |
92 | |
93 % take abs, and use image to display results | |
94 if nargout == 0 | |
95 % newplot; | |
96 % if length(t)==1 | |
97 % imagesc([0 1/f(2)],f,20*log10(abs(y)+eps));axis xy; colormap(jet) | |
98 % else | |
99 % imagesc(t,f,20*log10(abs(y)+eps));axis xy; colormap(jet) | |
100 % end | |
101 % xlabel('Time') | |
102 % ylabel('Frequency') | |
103 elseif nargout == 1, | |
104 yo = y; | |
105 elseif nargout == 2, | |
106 yo = y; | |
107 fo = f; | |
108 elseif nargout == 3, | |
109 yo = y; | |
110 fo = f; | |
111 to = t; | |
112 end | |
113 | |
114 function [msg,x,nfft,Fs,window,shift] = specgramchk(P) | |
115 %SPECGRAMCHK Helper function for SPECGRAM. | |
116 % SPECGRAMCHK(P) takes the cell array P and uses each cell as | |
117 % an input argument. Assumes P has between 1 and 5 elements. | |
118 | |
119 msg = []; | |
120 | |
121 x = P{1}; | |
122 if (length(P) > 1) & ~isempty(P{2}) | |
123 nfft = P{2}; | |
124 else | |
125 nfft = min(length(x),256); | |
126 end | |
127 if (length(P) > 2) & ~isempty(P{3}) | |
128 Fs = P{3}; | |
129 else | |
130 Fs = 2; | |
131 end | |
132 if length(P) > 3 & ~isempty(P{4}) | |
133 window = P{4}; | |
134 else | |
135 if length(nfft) == 1 | |
136 window = hanning(nfft); | |
137 else | |
138 msg = 'You must specify a window function.'; | |
139 end | |
140 end | |
141 if length(window) == 1, window = hanning(window); end | |
142 if (length(P) > 4) & ~isempty(P{5}) | |
143 shift = P{5}; | |
144 else | |
145 shift = ceil(length(window)/2); | |
146 end | |
147 | |
148 % NOW do error checking | |
149 if (length(nfft)==1) & (nfft<length(window)), | |
150 msg = 'Requires window''s length to be no greater than the FFT length.'; | |
151 end | |
152 if (min(shift) <= 0), | |
153 msg = 'Requires SHIFT to be strictly positive.'; | |
154 end | |
155 if (length(nfft)==1) & (nfft ~= abs(round(nfft))) | |
156 msg = 'Requires positive integer values for NFFT.'; | |
157 end | |
158 if sum(shift ~= abs(round(shift))), | |
159 msg = 'Requires positive integer value for NOVERLAP.'; | |
160 end | |
161 if min(size(x))~=1, | |
162 msg = 'Requires vector (either row or column) input.'; | |
163 end |