tst_6.err

NIST Handwriting OCR Testbed

 Classifier MLP
 Testing run
 Patterns file: h7_d.pat; using all 60089 patterns
 Final pattern-wts: set all equal,
  no files read
 Error function: sum of squares
 Reg. factor: 1.000e-03
 Activation fns. on hidden, output nodes: sinusoid, sinusoid
 Nos. of input, hidden, output nodes: 128, 128, 10
 Network weights: from file trn_6.wts
 Long outfile not made


 oklvl 0.00
 # Highest two outputs (mean) 0.952 0.066; mean diff 0.885
   key  name
    0   0
    1   1
    2   2
    3   3
    4   4
    5   5
    6   6
    7   7
    8   8
    9   9
 #  key:      0   1   2   3   4   5   6   7   8   9
 #  row: correct, column: actual
 #       0: 5837  14   2   6  12   3   4   2  12   1
 #       1:   0 6496  19   6   3  13   4  16   5   5
 #       2:   7   3 5919   8   4   1   2   5  18   0
 #       3:   7   5  25 5921   0  35   2  11  21   9
 #       4:   3   2   3   0 5821   0  16   2   4  22
 #       5:   3   3   3  16   5 5608  14   1  14  17
 #       6:   7   6   9   0   3   9 5866   0   0   0
 #       7:   0   3  12   0  12   1   0 6182   4  40
 #       8:  13  44   9  13   9  32   4   6 5754   5
 #       9:   8   5  12  28  28  11   0  21  10 5903
 #  unknown
 #    *    0   0   0   0   0   0   0   0   0   0

 percent of true IDs correctly identified (rows)
          99  99  99  98  99  99  99  99  98  98
percent of predicted IDs correctly identified (cols)
          99  99  98  99  99  98  99  99  98  98

 #  mean highest activation level
 #  row: correct, column: actual
 #  key:      0   1   2   3   4   5   6   7   8   9
 #       0:  97  53  44  59  63  52  58  35  55  32
 #       1:   0  97  51  50  40  44  36  54  45  52
 #       2:  49  45  95  49  83  37  61  53  57   0
 #       3:  51  43  57  95   0  65  40  52  57  44
 #       4:  44  47  46   0  95   0  52  46  51  60
 #       5:  57  67  51  62  39  96  63  81  53  69
 #       6:  64  60  51   0  80  49  97   0   0   0
 #       7:   0  52  50   0  53  21   0  96  34  54
 #       8:  49  68  44  55  43  54  35  40  93  61
 #       9:  35  43  34  43  64  38   0  65  47  95
 #  unknown
 #    *    0   0   0   0   0   0   0   0   0   0

 Histogram of errors, from 2^(-10) to 1
 129991  51184  67331  82918  90905  82237  54864  25937   9822   3982   1719
   21.6    8.5   11.2   13.8   15.1   13.7    9.1    4.3    1.6    0.7    0.3%
 
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
        0 0.058 (0.058 0.135)  59307      0    782 =  98.7   0.0   1.3 %
  97.7   99 99 99 98 99 99 99 99 98 98

          thresh     right   unknown     wrong   correct  rejected
 1ts    0.000000     59307         0       782     98.70      0.00
 2ts    0.050000     59307         0       782     98.70      0.00
 3ts    0.100000     59307         1       781     98.70      0.00
 4ts    0.150000     59307         5       777     98.71      0.01
 5ts    0.200000     59301        16       772     98.71      0.03
 6ts    0.250000     59289        59       741     98.77      0.10
 7ts    0.300000     59252       148       689     98.85      0.25
 8ts    0.350000     59193       254       642     98.93      0.42
 9ts    0.400000     59100       407       582     99.02      0.68
10ts    0.450000     58992       593       504     99.15      0.99
11ts    0.500000     58851       801       437     99.26      1.33
12ts    0.525000     58750       949       390     99.34      1.58
13ts    0.550000     58628      1103       358     99.39      1.84
14ts    0.575000     58499      1273       317     99.46      2.12
15ts    0.600000     58357      1443       289     99.51      2.40
16ts    0.625000     58160      1667       262     99.55      2.77
17ts    0.650000     57987      1877       225     99.61      3.12
18ts    0.675000     57788      2101       200     99.66      3.50
19ts    0.700000     57538      2371       180     99.69      3.95
20ts    0.725000     57266      2667       156     99.73      4.44
21ts    0.750000     56944      3015       130     99.77      5.02
22ts    0.775000     56533      3444       112     99.80      5.73
23ts    0.800000     56077      3918        94     99.83      6.52
24ts    0.810000     55893      4110        86     99.85      6.84
25ts    0.820000     55711      4302        76     99.86      7.16
26ts    0.830000     55466      4556        67     99.88      7.58
27ts    0.840000     55202      4826        61     99.89      8.03
28ts    0.850000     54897      5140        52     99.91      8.55
29ts    0.860000     54544      5499        46     99.92      9.15
30ts    0.870000     54196      5849        44     99.92      9.73
31ts    0.880000     53742      6304        43     99.92     10.49
32ts    0.890000     53216      6834        39     99.93     11.37
33ts    0.900000     52652      7404        33     99.94     12.32
34ts    0.905000     52341      7717        31     99.94     12.84
35ts    0.910000     51986      8073        30     99.94     13.44
36ts    0.915000     51600      8461        28     99.95     14.08
37ts    0.920000     51153      8908        28     99.95     14.82
38ts    0.925000     50652      9409        28     99.94     15.66
39ts    0.930000     50131      9930        28     99.94     16.53
40ts    0.935000     49508     10556        25     99.95     17.57
41ts    0.940000     48829     11236        24     99.95     18.70
42ts    0.945000     48063     12002        24     99.95     19.97
43ts    0.950000     47164     12902        23     99.95     21.47
44ts    0.955000     46125     13945        19     99.96     23.21
45ts    0.960000     44813     15259        17     99.96     25.39
46ts    0.965000     43290     16783        16     99.96     27.93
47ts    0.970000     41513     18560        16     99.96     30.89
48ts    0.975000     39278     20797        14     99.96     34.61
49ts    0.980000     36445     23632        12     99.97     39.33
50ts    0.985000     32788     27290        11     99.97     45.42
51ts    0.990000     27763     32317         9     99.97     53.78
52ts    0.995000     20467     39615         7     99.97     65.93

 User+system time used:  69.5 (s)  0:01:09.5 (h:m:s)