trn_6.err

NIST Handwriting OCR Testbed

 #       I:   0   0   2   1   1   1   0   0 1615  10   0   3   0   0   0   2   0   0   0   6   0   0   1   1   0   5
 #       J:   0   0   0   2   0   0   0   0  13 863   0   0   0   0   1   0   0   0   9   6   1   0   0   0   0   1
 #       K:   2   1   0   0   0   0   0   5   3   0 744   2   2   1   0   0   0   6   0   0   0   1   0  10   0   0
 #       L:   1   0  10   0   0   0   0   0   9   2   2 1016   0   0   0   0   1   2   0   1   0   0   1   0   0   0
 #       M:   3   0   0   1   0   0   0  12   1   0   1   0 882   5   0   0   1   0   0   0   2   0   0   3   0   0
 #       N:   0   0   0   1   0   0   0   2   1   0   0   0   3 901   1   0   1   1   0   0   1   4   7   1   1   0
 #       O:   0   1   1  18   0   0   0   0   3   1   0   0   0   0 898   1   4   0   0   0   2   0   0   0   0   1
 #       P:   2   1   0  11   0   1   0   1   2   0   0   0   0   1   0 916   1   1   0   1   0   0   0   0   1   0
 #       Q:   0   2   0   6   0   0   1   0   0   0   0   0   0   0   4   5 877   7   0   0   2   0   0   0   0   0
 #       R:   8   0   3   2   4   1   0   0   1   0   2   1   0   0   0   1   0 879   0   0   0   0   0   0   0   0
 #       S:   0   4   0   0   0   0   1   0   1   7   1   0   0   0   1   0   3   1 886   2   0   0   0   0   0   0
 #       T:   3   0   1   0   0   1   0   0   0   5   0   0   0   0   0   2   0   0   0 947   0   0   0   0   6   0
 #       U:   0   0   0   1   0   0   0   0   0   0   2   0   2   2   3   0   0   1   0   0 883  12   1   1   0   0
 #       V:   0   0   0   1   0   1   0   0   2   0   0   0   0   0   1   0   0   0   0   0  29 951   0   0  11   0
 #       W:   1   0   0   1   0   0   0   1   0   0   1   0   2  16   0   0   1   0   0   0   8   4 914   1   0   0
 #       X:   2   0   0   0   0   0   0   0   3   0   9   2   0   0   0   0   0   3   0   1   0   4   0 919   4   0
 #       Y:   0   0   0   0   0   0   0   0   1   0   0   0   1   0   0   1   0   0   0   1   1   8   0   4 889   0
 #       Z:   0   3   0   0   1   0   0   0   3   0   0   0   0   0   0   0   0   1   0   0   0   0   0   1   0 924
 #  unknown
 #    *    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0

 percent of true IDs correctly identified (rows)
          98  98  98  95  97  98  98  98  98  96  96  97  97  97  97  98  97  97  98  98  97  95  96  97  98  99
percent of predicted IDs correctly identified (cols)
          97  98  98  94  99  99  99  97  97  97  97  98  98  97  96  98  98  96  99  97  95  96  99  98  97  98

 #  mean highest activation level
 #  row: correct, column: actual
 #  key:      A   B   C   D   E   F   G   H   I   J   K   L   M   N   O   P   Q   R   S   T   U   V   W   X   Y   Z
 #       A:  88  80   0   0   0   0  38  45  45   0  40  48  32   0   0   0  44  51   0   0   0   0  32   0   0   0
 #       B:  48  87   0  29   0   0   0   0  43   0   0   0   0   0  57   0  49  64   0   0   0   0   0   0   0  61
 #       C:   0   0  92  39  40   0  44   0  45   0   0  49   0   0  62  44   0   0   0   0  38   0   0   0   0  67
 #       D:  28  41   0  86   0   0   0   0  41  50   0  50  18   0  57  59   0   0   0  43   0   0   0   0   0   0
 #       E:   0   0  65   0  87  44  56   0   0   0   0  30   0   0   0   0   0  52  21   0   0  32   0  26   0  49
 #       F:   0   0   0   0   0  91   0   0  33   0   0   0   0   0   0  43   0   0   0  60   0   0   0   0  51  26
 #       G:  37  48  50   0   0   0  88   0   0   0   0  51  39   0  43   0  57   0  69   0  27   0   0   0   0   0
 #       H:  34   0   0   0   0   0   0  84  48   0  40   0  53  54   0   0   0  15   0   0  43   0   0   0   0  24
 #       I:   0   0  71  69  35  46   0   0  90  56   0  44   0   0   0  34   0   0   0  67   0   0  44  60   0  47
 #       J:   0   0   0  56   0   0   0   0  64  88   0   0   0   0  46   0   0   0  45  65  23   0   0   0   0  24
 #       K:  32  46   0   0   0   0   0  50  37   0  84  43  25  11   0   0   0  40   0   0   0  38   0  62   0   0
 #       L:  38   0  67   0   0   0   0   0  60  45  89  93   0   0   0   0  13  22   0  31   0   0  55   0   0   0
 #       M:  54   0   0  47   0   0   0  53  22   0  50   0  87  30   0   0  27   0   0   0  32   0   0  34   0   0
 #       N:   0   0   0  15   0   0   0  53  21   0   0   0  60  85  27   0  24  24   0   0  29  71  53  39  43   0
 #       O:   0  47  21  58   0   0   0   0  51  40   0   0   0   0  88  80  34   0   0   0  66   0   0   0   0  20
 #       P:  41  40   0  56   0  65   0  36  36   0   0   0   0  20   0  91  60  29   0  78   0   0   0   0  44   0
 #       Q:   0  32   0  46   0   0  92   0   0   0   0   0   0   0  51  47  87  40   0   0  66   0   0   0   0   0
 #       R:  37   0  58  44  30  73   0   0  26   0  41  67   0   0   0  54   0  85   0   0   0   0   0   0   0   0
 #       S:   0  42   0   0   0   0  39   0  31  72  22   0   0   0  67   0  38  28  92  47   0   0   0   0   0   0
 #       T:  27   0  26   0   0  36   0   0   0  42   0   0   0   0   0  28   0   0   0  92   0   0   0   0  74   0
 #       U:   0   0   0  42   0   0   0   0   0   0  31   0  39  35  49   0   0  23   0   0  85  59  54  77   0   0
 #       V:   0   0   0  21   0  27   0   0  24   0   0   0   0   0  35   0   0   0   0   0  66  87   0   0  56   0
 #       W:  49   0   0  40   0   0   0  70   0   0  32   0  35  52   0   0  35   0   0   0  50  68  89  40   0   0
 #       X:  27   0   0   0   0   0   0   0  48   0  51  46   0   0   0   0   0  26   0  58   0  52   0  89  50   0
 #       Y:   0   0   0   0   0   0   0   0  28   0   0   0  23   0   0  35   0   0   0  63  77  57   0  49  88   0
 #       Z:   0  35   0   0  60   0   0   0  37   0   0   0   0   0   0   0   0  45   0   0   0   0   0  77   0  91
 #  unknown
 #    *    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0

 Histogram of errors, from 2^(-10) to 1
 109726  44022  59674  78843  96085 100278  81021  43256  14972   5340   1703
   17.3    6.9    9.4   12.4   15.1   15.8   12.8    6.8    2.4    0.8    0.3%
 
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
  F    50 0.062 (0.062 0.153)  23771      0    649 =  97.3   0.0   2.7 %
  95.1   98 98 98 95 97 98 98 98 98 96 96 97 97 97 97 98 97 97 98 98 97 95 96 97 98 99

          thresh     right   unknown     wrong   correct  rejected
 1tr    0.000000     23771         0       649     97.34      0.00
 2tr    0.050000     23771         0       649     97.34      0.00
 3tr    0.100000     23771         0       649     97.34      0.00
 4tr    0.150000     23771         3       646     97.35      0.01
 5tr    0.200000     23763        23       634     97.40      0.09
 6tr    0.250000     23737        90       593     97.56      0.37
 7tr    0.300000     23687       186       547     97.74      0.76
 8tr    0.350000     23617       307       496     97.94      1.26
 9tr    0.400000     23488       503       429     98.21      2.06
10tr    0.450000     23291       772       357     98.49      3.16
11tr    0.500000     23042      1076       302     98.71      4.41
12tr    0.525000     22883      1267       270     98.83      5.19
13tr    0.550000     22709      1471       240     98.95      6.02
14tr    0.575000     22497      1709       214     99.06      7.00
15tr    0.600000     22248      1979       193     99.14      8.10
16tr    0.625000     21945      2307       168     99.24      9.45
17tr    0.650000     21632      2642       146     99.33     10.82
18tr    0.675000     21276      3021       123     99.43     12.37
19tr    0.700000     20888      3429       103     99.51     14.04
20tr    0.725000     20455      3870        95     99.54     15.85
21tr    0.750000     19927      4412        81     99.60     18.07
22tr    0.775000     19372      4979        69     99.65     20.39
23tr    0.800000     18724      5639        57     99.70     23.09
24tr    0.810000     18430      5936        54     99.71     24.31
25tr    0.820000     18126      6246        48     99.74     25.58
26tr    0.830000     17814      6562        44     99.75     26.87
27tr    0.840000     17492      6888        40     99.77     28.21
28tr    0.850000     17127      7259        34     99.80     29.73
29tr    0.860000     16742      7648        30     99.82     31.32
30tr    0.870000     16327      8068        25     99.85     33.04
31tr    0.880000     15899      8499        22     99.86     34.80
32tr    0.890000     15452      8947        21     99.86     36.64
33tr    0.900000     14959      9441        20     99.87     38.66
34tr    0.905000     14714      9687        19     99.87     39.67
35tr    0.910000     14424      9977        19     99.87     40.86
36tr    0.915000     14115     10286        19     99.87     42.12
37tr    0.920000     13806     10597        17     99.88     43.39
38tr    0.925000     13485     10918        17     99.87     44.71
39tr    0.930000     13129     11275        16     99.88     46.17
40tr    0.935000     12769     11635        16     99.87     47.65
41tr    0.940000     12361     12045        14     99.89     49.32
42tr    0.945000     11958     12449        13     99.89     50.98
43tr    0.950000     11506     12901        13     99.89     52.83
44tr    0.955000     10971     13438        11     99.90     55.03
45tr    0.960000     10444     13965        11     99.89     57.19
46tr    0.965000      9877     14532        11     99.89     59.51
47tr    0.970000      9264     15147         9     99.90     62.03
48tr    0.975000      8561     15850         9     99.89     64.91
49tr    0.980000      7743     16671         6     99.92     68.27
50tr    0.985000      6746     17668         6     99.91     72.35
51tr    0.990000      5601     18814         5     99.91     77.04
52tr    0.995000      4056     20361         3     99.93     83.38
 Iter 50; ierr 1 : iteration limit
 Used 51 iterations; 151 function calls; Err 0.062; |g|/|w| 7.705e-06
 Rms change in weights  0.019

 User+system time used:  7226.5 (s)  2:00:26.5 (h:m:s)
 Wrote weights as file trn_6.wts