manics
commented
10 years ago In https://github.com/manics/omero-pychrm/pull/30 running the cross-validation script results in an error after printing out the features:
===========================================
Experiment name: None
Summary:
Number of batches: 5
Total number of classifications: 30
Total number of CORRECT classifications: 25
Total classification accuracy: 0.8333
Batch Accuracies:
# Acc. Name
------------------------------------
2 1.0000 None
3 1.0000 None
0 0.8333 None
4 0.8333 None
1 0.5000 None
Feature Weight Analysis:
Rank mean count StdDev Min Max Name
---- ---- ----- ------ --- --- ----
1 220.070 5 432.065 3.948 1084.200 [0] Comb Moments (Wavelet (Fourier ())) [16]
2 220.070 5 432.065 3.948 1084.200 [0] Comb Moments (Wavelet (Fourier ())) [17]
3 28.812 5 26.672 6.589 70.428 [0] Multiscale Histograms (Chebyshev (Fourier ())) [23]
4 28.748 5 26.725 6.362 70.428 [0] Multiscale Histograms (Chebyshev (Fourier ())) [14]
5 18.201 5 4.352 15.334 26.834 [0] Zernike Coefficients (Fourier ()) [3]
6 17.979 5 5.869 13.978 29.656 [0] Zernike Coefficients (Fourier ()) [33]
7 17.468 5 4.540 14.079 26.304 [0] Zernike Coefficients (Fourier ()) [7]
8 17.411 5 4.374 12.127 25.207 [0] Haralick Textures (Chebyshev (Fourier ())) [24]
9 17.254 5 3.800 14.400 24.344 [0] Zernike Coefficients (Fourier ()) [45]
10 16.540 5 6.323 11.342 28.673 [0] Zernike Coefficients (Fourier ()) [23]
11 16.462 5 4.043 9.950 22.073 [0] Haralick Textures (Wavelet ()) [12]
12 16.331 5 3.320 13.002 22.050 [0] Zernike Coefficients (Fourier ()) [31]
13 15.490 5 2.621 11.228 18.387 [0] Haralick Textures () [14]
14 15.000 5 1.176 13.103 16.735 [0] Haralick Textures () [8]
15 14.953 5 2.993 11.635 20.302 [0] Zernike Coefficients (Fourier ()) [13]
16 14.606 5 7.272 7.992 27.243 [0] Zernike Coefficients (Fourier ()) [53]
17 14.229 5 2.529 10.259 17.766 [0] Haralick Textures () [10]
18 13.840 5 3.285 10.148 19.980 [0] Zernike Coefficients (Fourier ()) [57]
19 13.599 5 4.290 8.631 19.697 [0] Haralick Textures (Chebyshev (Fourier ())) [6]
20 13.093 5 5.279 7.640 22.465 [0] Zernike Coefficients (Fourier ()) [40]
21 13.060 5 5.588 8.325 22.161 [0] Zernike Coefficients (Fourier ()) [61]
22 13.054 5 2.529 10.983 18.030 [0] Haralick Textures (Wavelet ()) [8]
23 12.973 5 2.290 9.126 16.015 [0] Zernike Coefficients (Fourier ()) [44]
24 12.817 5 1.156 11.719 14.258 [0] Haralick Textures () [12]
25 12.817 5 2.961 10.445 18.172 [0] Haralick Textures (Chebyshev (Fourier ())) [20]
26 12.573 5 2.723 8.657 16.094 [0] Zernike Coefficients (Fourier ()) [32]
27 12.215 5 3.789 8.693 18.103 [0] Tamura Textures () [2]
28 12.174 5 4.410 6.415 17.770 [0] Tamura Textures (Wavelet (Fourier ())) [0]
29 12.153 5 3.889 6.388 16.927 [0] Tamura Textures (Wavelet (Fourier ())) [5]
30 12.093 5 1.960 8.249 13.562 [0] Tamura Textures (Wavelet ()) [1]
31 11.914 5 4.528 6.682 17.710 [0] Haralick Textures (Chebyshev (Fourier ())) [2]
32 11.904 5 1.046 10.274 13.477 [0] Zernike Coefficients (Fourier ()) [43]
33 11.855 4 5.084 7.246 20.393 [0] Chebyshev Coefficients (Fourier ()) [11]
34 11.837 5 2.406 9.191 16.272 [0] Haralick Textures (Wavelet ()) [10]
35 11.487 5 4.671 6.018 17.254 [0] Haralick Textures (Chebyshev (Fourier ())) [26]
36 11.357 5 3.137 7.161 15.287 [0] Zernike Coefficients (Fourier ()) [70]
37 11.213 5 3.494 7.970 18.016 [0] Zernike Coefficients (Fourier ()) [62]
38 11.101 5 2.953 7.466 15.645 [0] Zernike Coefficients (Fourier ()) [68]
39 10.799 5 3.685 7.785 18.055 [0] Zernike Coefficients (Fourier ()) [34]
40 10.638 5 6.051 3.191 20.617 [0] Multiscale Histograms (Chebyshev (Fourier ())) [13]
41 10.632 5 3.443 8.083 17.447 [0] Zernike Coefficients (Fourier ()) [8]
42 10.624 5 3.517 7.840 17.551 [0] Zernike Coefficients (Fourier ()) [24]
43 10.619 5 3.196 7.843 16.817 [0] Zernike Coefficients (Fourier ()) [48]
44 10.582 5 2.874 6.842 14.966 [0] Zernike Coefficients (Fourier ()) [29]
45 10.440 5 4.494 5.350 16.434 [0] Haralick Textures (Chebyshev (Fourier ())) [7]
46 10.391 5 2.483 8.147 15.010 [0] Zernike Coefficients (Fourier ()) [2]
47 10.384 5 13.180 3.696 36.744 [0] Haralick Textures (Wavelet ()) [4]
48 10.378 5 2.503 8.127 14.997 [0] Zernike Coefficients (Fourier ()) [0]
49 10.292 5 3.510 7.646 17.179 [0] Zernike Coefficients (Fourier ()) [14]
50 10.218 5 1.851 7.031 12.312 [0] Haralick Textures (Wavelet ()) [14]
51 10.084 5 2.630 6.959 14.599 [0] Zernike Coefficients (Fourier ()) [59]
52 10.083 5 3.701 7.007 17.222 [0] Zernike Coefficients (Fourier ()) [46]
53 10.054 5 5.166 4.056 15.977 [0] Haralick Textures (Chebyshev (Fourier ())) [3]
54 10.000 5 2.715 6.843 15.000 [0] Zernike Coefficients (Fourier ()) [58]
55 9.902 5 2.031 7.789 13.278 [0] Zernike Coefficients (Fourier ()) [6]
56 9.867 5 1.800 7.960 12.517 [0] Tamura Textures () [5]
57 9.431 4 4.774 5.100 18.366 [0] Multiscale Histograms (Chebyshev (Fourier ())) [18]
58 9.384 5 4.487 4.376 14.603 [0] Tamura Textures (Chebyshev (Fourier ())) [3]
59 9.335 5 2.606 6.184 13.667 [0] Zernike Coefficients (Fourier ()) [55]
60 9.050 5 2.253 6.778 13.168 [0] Haralick Textures (Wavelet ()) [22]
61 8.791 5 1.684 6.573 10.747 [0] Zernike Coefficients (Fourier ()) [20]
62 8.766 5 2.561 5.503 11.898 [0] Zernike Coefficients (Fourier ()) [15]
63 8.523 5 4.006 5.616 16.430 [0] Zernike Coefficients (Fourier ()) [19]
64 8.490 5 1.822 6.163 11.427 [0] Edge Features () [0]
65 8.471 5 2.105 6.322 12.258 [0] Zernike Coefficients (Fourier ()) [5]
66 8.438 5 1.490 6.278 10.410 [0] Haralick Textures (Wavelet ()) [9]
67 8.429 5 1.850 5.658 10.781 [0] Zernike Coefficients (Fourier ()) [56]
68 8.380 5 2.997 5.985 13.591 [0] Tamura Textures (Chebyshev ()) [5]
69 8.256 5 1.878 5.738 10.544 [0] Haralick Textures (Wavelet ()) [13]
70 8.193 5 1.791 6.434 11.411 [0] Zernike Coefficients (Fourier ()) [12]
71 7.833 4 4.930 4.541 16.325 [0] Multiscale Histograms (Chebyshev (Fourier ())) [10]
72 7.726 5 2.289 5.823 11.115 [0] Tamura Textures (Chebyshev ()) [0]
73 7.666 5 2.676 4.452 11.695 [0] Chebyshev Coefficients (Fourier ()) [12]
74 7.547 5 1.445 5.990 9.959 [0] Zernike Coefficients (Fourier ()) [30]
75 7.508 5 3.561 5.374 14.618 [0] Tamura Textures () [1]
76 7.365 5 3.010 5.086 13.313 [0] Haralick Textures (Chebyshev (Fourier ())) [10]
77 7.217 5 1.627 5.657 9.661 [0] Edge Features () [18]
78 7.067 5 1.782 4.578 9.809 [0] Haralick Textures (Wavelet ()) [7]
79 7.011 5 2.197 4.136 9.878 [0] Tamura Textures (Chebyshev (Fourier ())) [4]
80 7.001 5 3.531 4.738 14.019 [0] Zernike Coefficients (Fourier ()) [41]
81 6.994 5 2.365 4.153 9.973 [0] Zernike Coefficients (Fourier ()) [21]
82 6.850 5 0.854 5.909 8.429 [0] Tamura Textures (Wavelet ()) [5]
83 6.835 5 2.040 4.090 9.601 [0] Zernike Coefficients (Fourier ()) [11]
84 6.811 5 2.335 4.492 11.133 [0] Haralick Textures (Wavelet ()) [26]
85 6.772 5 3.515 4.294 13.704 [0] Zernike Coefficients (Fourier ()) [28]
86 6.698 5 1.214 5.320 8.450 [0] Comb Moments (Wavelet (Fourier ())) [39]
87 6.636 4 2.704 4.322 11.746 [0] Multiscale Histograms (Chebyshev (Fourier ())) [1]
88 6.617 5 1.191 5.158 8.387 [0] Zernike Coefficients (Fourier ()) [10]
89 6.427 5 1.868 4.607 9.779 [0] Comb Moments (Fourier ()) [6]
90 6.408 3 1.839 8.102 12.263 [0] Haralick Textures (Chebyshev (Fourier ())) [25]
91 6.379 5 1.249 4.927 8.127 [0] Haralick Textures (Wavelet ()) [18]
92 6.185 5 2.967 4.073 12.058 [0] Haralick Textures (Chebyshev (Fourier ())) [22]
93 6.151 5 3.314 3.433 12.586 [0] Zernike Coefficients (Fourier ()) [71]
94 6.123 5 1.647 4.702 9.102 [0] Edge Features () [26]
95 6.099 5 2.886 3.707 11.752 [0] Haralick Textures (Wavelet ()) [27]
96 5.827 5 1.088 3.772 6.656 [0] Haralick Textures (Wavelet ()) [21]
97 5.782 5 2.446 3.752 10.545 [0] Haralick Textures (Chebyshev (Fourier ())) [8]
98 5.763 5 2.624 3.572 10.813 [0] Zernike Coefficients (Fourier ()) [37]
99 5.617 5 0.862 4.616 7.139 [0] Tamura Textures (Wavelet ()) [2]
100 5.366 5 1.219 4.072 7.621 [0] Edge Features () [17]
101 5.363 5 1.741 3.617 8.618 [0] Comb Moments (Chebyshev ()) [12]
102 5.291 5 1.040 3.790 6.805 [0] Zernike Coefficients () [66]
103 5.273 5 1.421 3.930 7.833 [0] Edge Features () [25]
104 5.219 5 1.009 4.027 6.696 [0] Edge Features () [19]
105 5.195 5 2.497 2.815 9.465 [0] Multiscale Histograms (Chebyshev (Fourier ())) [7]
106 5.105 4 2.363 3.338 9.969 [0] Comb Moments (Chebyshev ()) [2]
107 4.843 4 2.875 3.030 10.569 [0] Multiscale Histograms (Chebyshev (Fourier ())) [2]
108 4.771 4 2.827 3.105 10.479 [0] Multiscale Histograms (Chebyshev (Fourier ())) [21]
109 4.665 4 1.126 4.446 7.587 [0] Haralick Textures (Wavelet ()) [3]
110 4.658 4 1.228 3.787 7.017 [0] Haralick Textures (Wavelet ()) [19]
111 4.654 4 2.174 3.498 8.037 [0] Zernike Coefficients (Fourier ()) [67]
112 4.562 4 0.928 4.822 7.110 [0] Zernike Coefficients (Fourier ()) [18]
113 4.442 5 1.104 3.441 6.473 [0] Haralick Textures () [6]
114 4.367 4 1.899 3.457 8.378 [0] Multiscale Histograms (Chebyshev (Fourier ())) [0]
115 4.358 4 0.698 4.507 6.131 [0] Tamura Textures (Wavelet ()) [3]
116 4.333 5 1.073 3.523 6.453 [0] Haralick Textures (Wavelet ()) [11]
117 4.332 5 0.681 3.098 5.039 [0] Zernike Coefficients (Fourier ()) [27]
118 4.234 3 2.056 4.246 9.105 [0] Multiscale Histograms (Chebyshev (Fourier ())) [9]
119 4.108 4 0.826 3.828 6.042 [0] Zernike Coefficients (Fourier ()) [42]
120 4.051 5 0.375 3.464 4.547 [0] Tamura Textures (Fourier ()) [5]
121 3.986 3 1.734 4.202 8.061 [0] Multiscale Histograms (Chebyshev (Fourier ())) [5]
122 3.809 3 2.149 3.394 8.447 [0] Multiscale Histograms (Wavelet ()) [7]
123 3.765 4 1.044 3.846 6.488 [0] Haralick Textures () [24]
124 3.675 4 2.362 2.804 8.635 [0] Radon Coefficients (Fourier ()) [3]
125 3.632 3 1.574 4.536 8.223 [0] Multiscale Histograms (Wavelet ()) [13]
126 3.484 2 2.397 6.313 11.108 [0] Multiscale Histograms (Wavelet ()) [22]
127 3.472 4 1.071 2.840 5.534 [0] Multiscale Histograms (Chebyshev (Fourier ())) [6]
128 3.423 3 2.713 3.285 9.493 [0] Zernike Coefficients (Fourier ()) [39]
129 3.240 1 0.000 16.200 16.200 [0] Comb Moments (Wavelet (Fourier ())) [11]
130 3.204 3 2.172 3.486 8.388 [0] Zernike Coefficients (Fourier ()) [54]
131 3.117 3 1.950 3.386 7.903 [0] Haralick Textures () [20]
132 3.077 3 2.087 3.620 8.080 [0] Multiscale Histograms () [4]
133 2.988 3 0.813 3.987 5.978 [0] Haralick Textures () [2]
134 2.899 3 1.866 3.513 7.471 [0] Haralick Textures (Chebyshev (Fourier ())) [0]
135 2.860 3 1.310 3.602 6.596 [0] Multiscale Histograms () [17]
136 2.713 3 0.476 3.855 4.935 [0] Zernike Coefficients (Fourier ()) [47]
137 2.702 3 0.352 4.180 4.992 [0] Haralick Textures () [11]
138 2.698 3 0.195 4.272 4.748 [0] Zernike Coefficients (Fourier ()) [64]
139 2.646 1 0.000 13.229 13.229 [0] Comb Moments (Wavelet (Fourier ())) [21]
140 2.596 3 0.461 3.723 4.842 [0] Haralick Textures (Wavelet ()) [0]
141 2.592 3 1.111 3.132 5.804 [0] Edge Features () [11]
142 2.518 3 0.686 3.638 5.163 [0] Edge Features () [4]
143 2.502 3 0.267 3.892 4.531 [0] Haralick Textures () [13]
144 2.450 3 0.949 3.124 5.376 [0] Comb Moments (Fourier ()) [7]
145 2.432 3 0.214 3.754 4.245 [0] Multiscale Histograms (Wavelet ()) [2]
146 2.373 3 0.549 3.235 4.566 [0] Comb Moments (Chebyshev ()) [0]
147 2.325 2 2.322 3.489 8.133 [0] Radon Coefficients (Fourier ()) [4]
148 2.308 3 0.423 3.412 4.420 [0] Chebyshev Coefficients (Fourier ()) [3]
149 2.304 2 1.560 4.200 7.320 [0] Radon Coefficients (Fourier ()) [5]
150 2.271 2 1.047 4.629 6.724 [0] Chebyshev Coefficients (Fourier ()) [2]
151 2.204 3 0.160 3.512 3.892 [0] Tamura Textures (Fourier ()) [2]
152 2.152 2 0.559 4.822 5.940 [0] Haralick Textures (Chebyshev (Fourier ())) [27]
153 2.129 2 0.062 5.261 5.385 [0] Multiscale Histograms (Chebyshev (Fourier ())) [11]
154 2.117 3 0.506 3.062 4.232 [0] Comb Moments (Chebyshev ()) [14]
155 2.086 2 0.100 5.114 5.315 [0] Chebyshev Coefficients (Fourier ()) [14]
156 2.042 2 0.504 4.601 5.609 [0] Multiscale Histograms () [10]
157 2.021 2 1.915 3.138 6.967 [0] Zernike Coefficients (Fourier ()) [38]
158 1.947 2 1.667 3.200 6.533 [0] Comb Moments (Fourier ()) [16]
159 1.947 2 1.667 3.200 6.533 [0] Comb Moments (Fourier ()) [15]
160 1.860 2 1.437 3.212 6.086 [0] Chebyshev Coefficients (Fourier ()) [1]
161 1.788 2 0.258 4.212 4.729 [0] Zernike Coefficients (Fourier ()) [49]
162 1.748 2 0.072 4.297 4.441 [0] Multiscale Histograms (Chebyshev (Fourier ())) [19]
163 1.745 2 0.999 3.363 5.362 [0] Haralick Textures () [4]
164 1.720 2 0.210 4.090 4.509 [0] Zernike Coefficients (Fourier ()) [50]
165 1.707 1 0.000 8.533 8.533 [0] Comb Moments (Fourier ()) [3]
166 1.707 1 0.000 8.533 8.533 [0] Comb Moments (Fourier ()) [4]
167 1.640 2 0.448 3.653 4.548 [0] Chebyshev Coefficients (Fourier ()) [15]
168 1.603 2 0.062 3.945 4.069 [0] Multiscale Histograms (Chebyshev (Fourier ())) [22]
169 1.575 2 0.077 3.861 4.015 [0] Chebyshev Coefficients (Fourier ()) [13]
170 1.564 2 0.082 3.828 3.991 [0] Edge Features () [8]
171 1.561 2 0.344 3.558 4.246 [0] Multiscale Histograms () [18]
172 1.544 2 0.633 3.226 4.493 [0] Haralick Textures () [3]
173 1.447 2 0.261 3.357 3.880 [0] Haralick Textures (Wavelet ()) [2]
174 1.435 2 0.125 3.464 3.713 [0] Comb Moments (Chebyshev ()) [25]
175 1.433 2 0.507 3.075 4.089 [0] Otsu Object Features () [0]
176 1.432 2 0.505 3.074 4.084 [0] Otsu Object Features () [17]
177 1.428 2 0.305 3.264 3.874 [0] Edge Features () [20]
178 1.422 1 0.000 7.111 7.111 [0] Multiscale Histograms () [1]
179 1.416 2 0.076 3.463 3.616 [0] Multiscale Histograms (Chebyshev (Fourier ())) [12]
180 1.410 2 0.022 3.503 3.547 [0] Comb Moments (Wavelet ()) [12]
181 1.385 2 0.245 3.219 3.709 [0] Chebyshev Coefficients (Fourier ()) [10]
182 1.375 1 0.000 6.873 6.873 [0] Comb Moments (Wavelet (Fourier ())) [22]
183 1.359 1 0.000 6.794 6.794 [0] Haralick Textures (Chebyshev (Fourier ())) [14]
184 1.355 2 0.145 3.243 3.533 [0] Haralick Textures (Wavelet ()) [6]
185 1.326 2 0.371 2.943 3.685 [0] Haralick Textures () [22]
186 1.296 1 0.000 6.480 6.480 [0] Edge Features () [7]
187 1.266 1 0.000 6.328 6.328 [0] Inverse-Otsu Object Features () [0]
188 1.253 1 0.000 6.263 6.263 [0] Inverse-Otsu Object Features () [17]
189 1.189 1 0.000 5.945 5.945 [0] Comb Moments (Wavelet ()) [37]
190 1.182 1 0.000 5.911 5.911 [0] Radon Coefficients (Fourier ()) [9]
191 1.127 1 0.000 5.634 5.634 [0] Haralick Textures (Fourier ()) [0]
192 1.072 1 0.000 5.360 5.360 [0] Comb Moments (Wavelet (Fourier ())) [23]
193 1.058 1 0.000 5.291 5.291 [0] Radon Coefficients (Fourier ()) [10]
194 1.054 1 0.000 5.268 5.268 [0] Zernike Coefficients (Fourier ()) [65]
195 1.044 1 0.000 5.220 5.220 [0] Haralick Textures () [5]
196 0.985 1 0.000 4.923 4.923 [0] Zernike Coefficients (Fourier ()) [52]
197 0.959 1 0.000 4.794 4.794 [0] Haralick Textures (Chebyshev (Fourier ())) [1]
198 0.947 1 0.000 4.736 4.736 [0] Gabor Textures () [2]
199 0.923 1 0.000 4.615 4.615 [0] Haralick Textures (Fourier ()) [14]
200 0.919 1 0.000 4.594 4.594 [0] Tamura Textures () [4]
201 0.899 1 0.000 4.494 4.494 [0] Inverse-Otsu Object Features () [22]
202 0.891 1 0.000 4.457 4.457 [0] Haralick Textures (Fourier ()) [10]
203 0.889 1 0.000 4.443 4.443 [0] Haralick Textures (Wavelet (Fourier ())) [18]
204 0.884 1 0.000 4.421 4.421 [0] Multiscale Histograms () [9]
205 0.882 1 0.000 4.409 4.409 [0] Zernike Coefficients (Fourier ()) [69]
206 0.879 1 0.000 4.397 4.397 [0] Haralick Textures (Wavelet ()) [15]
207 0.859 1 0.000 4.297 4.297 [0] Haralick Textures (Wavelet ()) [1]
208 0.851 1 0.000 4.254 4.254 [0] Haralick Textures (Fourier ()) [22]
209 0.847 1 0.000 4.237 4.237 [0] Haralick Textures (Fourier ()) [26]
210 0.842 1 0.000 4.210 4.210 [0] Zernike Coefficients () [4]
211 0.841 1 0.000 4.206 4.206 [0] Haralick Textures (Fourier ()) [8]
212 0.840 1 0.000 4.200 4.200 [0] Comb Moments (Wavelet (Fourier ())) [29]
213 0.818 1 0.000 4.092 4.092 [0] Haralick Textures (Fourier ()) [24]
214 0.813 1 0.000 4.064 4.064 [0] Haralick Textures (Chebyshev (Fourier ())) [21]
215 0.813 1 0.000 4.063 4.063 [0] Comb Moments (Wavelet (Fourier ())) [4]
216 0.813 1 0.000 4.063 4.063 [0] Comb Moments (Wavelet (Fourier ())) [5]
217 0.806 1 0.000 4.031 4.031 [0] Inverse-Otsu Object Features () [25]
218 0.799 1 0.000 3.995 3.995 [0] Multiscale Histograms () [5]
219 0.799 1 0.000 3.994 3.994 [0] Inverse-Otsu Object Features () [23]
220 0.793 1 0.000 3.964 3.964 [0] Edge Features () [10]
221 0.786 1 0.000 3.931 3.931 [0] Haralick Textures (Chebyshev ()) [10]
222 0.785 1 0.000 3.924 3.924 [0] Zernike Coefficients (Fourier ()) [26]
223 0.781 1 0.000 3.905 3.905 [0] Edge Features () [9]
224 0.778 1 0.000 3.892 3.892 [0] Radon Coefficients (Fourier ()) [6]
225 0.775 1 0.000 3.877 3.877 [0] Multiscale Histograms (Wavelet ()) [1]
226 0.765 1 0.000 3.826 3.826 [0] Haralick Textures (Fourier ()) [6]
227 0.765 1 0.000 3.826 3.826 [0] Tamura Textures (Wavelet (Fourier ())) [1]
228 0.750 1 0.000 3.748 3.748 [0] Zernike Coefficients () [1]
229 0.737 1 0.000 3.685 3.685 [0] Haralick Textures () [7]
230 0.733 1 0.000 3.664 3.664 [0] Otsu Object Features () [11]
231 0.729 1 0.000 3.645 3.645 [0] Chebyshev Coefficients (Fourier ()) [4]
232 0.722 1 0.000 3.611 3.611 [0] Haralick Textures () [1]
233 0.712 1 0.000 3.562 3.562 [0] Comb Moments () [20]
234 0.708 1 0.000 3.539 3.539 [0] Multiscale Histograms () [7]
235 0.695 1 0.000 3.475 3.475 [0] Chebyshev Coefficients (Fourier ()) [16]
236 0.686 1 0.000 3.429 3.429 [0] Haralick Textures () [18]
237 0.658 1 0.000 3.291 3.291 [0] Haralick Textures () [0]
238 0.653 1 0.000 3.266 3.266 [0] Haralick Textures () [15]
239 0.649 1 0.000 3.246 3.246 [0] Otsu Object Features () [14]
240 0.640 1 0.000 3.200 3.200 [0] Comb Moments (Chebyshev ()) [27]
241 0.640 1 0.000 3.200 3.200 [0] Comb Moments (Chebyshev ()) [28]
242 0.640 1 0.000 3.200 3.200 [0] Radon Coefficients (Fourier ()) [8]
243 0.631 1 0.000 3.154 3.154 [0] Haralick Textures (Chebyshev ()) [13]
244 0.612 1 0.000 3.059 3.059 [0] Multiscale Histograms () [16]
245 0.602 1 0.000 3.009 3.009 [0] Zernike Coefficients () [9]
246 0.565 1 0.000 2.826 2.826 [0] Zernike Coefficients (Fourier ()) [60]
Error in experiment.PredictedValueAnalysis: unsupported operand type(s) for /: 'NoneType' and 'float'
This is definitely not a lot of work. All that is required is a new OMERO.WND-CHARM wrapper script called $OMERO_PYCHRM_HOME/scripts/Pychrm_classifier_cross_validate.py. Copy/paste the code from $WNDCHARM_HOME/examples/classifier_cross_validation.py in there. Provide text boxes for user to input number of cross validation splits, training set/test set split %, etc. These user inputs are fed directly into Pychrm calls without further processing. The output of DiscreteClassificationExperimentResult.Print() can go into a text file annotation on the project.