trn_6.err

NIST Handwriting OCR Testbed

 #       i:   3   3   8   1   0   2   3   1 499   6   1 358   0   0   0   4   3   1   2   1   0   2   0   3   2   5
 #       j:   1   1   0   8   0   3   8   0   4 487   2  20   0   0   0   0   0   1   7   5   3   5   0   3   0   4
 #       k:   0   3   2   0   0   0   0  15   0   0 770   3   0   2   0   0   0   2   0   5   2   0   0   9   0   0
 #       l:   0   1   9   1   6   1   1   3 118  13   4 1560   0   0   0   2   0   4   1   1   1   0   0   2   6   2
 #       m:   1   1   0   0   0   0   0   5   1   0   4   0 896  10   0   0   0   0   0   1   3   0   5   0   1   0
 #       n:   7   0   0   1   0   1   1  11   0   0   4   0  10 875   0   1   0   1   1   1   3   1   3   3   0   0
 #       o:   6   2   3   0   0   0   2   0   2   0   0   1   0   5 906   2   0   0   0   0   3   0   0   0   0   0
 #       p:   1   1   0   0   7   1   2   0   2   0   0   2   0   4   8 776   2   7   0   2   0   1   0   0   1   0
 #       q:  20   0   1   0   2   0  77   0   1   0   0   0   0   0   1   3 624   1   2   3   0   1   0   1   3   3
 #       r:   3   0   2   0   4   2   1   2   0   0   7   6   0   9   0   4   0 870   2   2   0  16   1   3   2   2
 #       s:   4   3   3   0   0   3   7   4   2   3   1   1   0   0   0   2   0   1 857   0   0   0   3   0   0   1
 #       t:   1   2   1   2   2   6   0   2   0   2   2   5   0   0   0   0   1   9   1 870   0   2   0   0   3   4
 #       u:   7   3   2   2   0   0   0   4   0   4   1   1   0   1   3   0   0   0   0   0 935  24   2   1   3   0
 #       v:   1   0   0   0   0   0   1   0   1   3   0   4   2   0   4   0   2  12   0   1  27 990   0   1  17   1
 #       w:   1   0   1   0   0   1   0   1   1   0   2   1   1   2   0   0   0   0   3   0   9   7 901   0   2   0
 #       x:   1   0   0   3   0   1   1   0   0   0  12   3   1   1   0   1   4   1   1   2   0   5   1 900  10   4
 #       y:   0   3   0   1   0   1   7   1   0   0   1   3   2   0   1   1   4   4   1   2  16  23   1   5 688   0
 #       z:   1   0   0   0   0   1   6   3   1   1   1   3   1   0   0   3   4   1   1   3   0   1   0   5   2 882
 #  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)
          94  96  95  97  93  91  82  94  55  87  95  90  97  95  97  95  84  93  96  95  94  93  97  95  90  96
percent of predicted IDs correctly identified (cols)
          89  96  95  97  95  96  85  92  77  93  93  78  98  94  95  94  86  94  96  93  93  91  98  95  92  96

 #  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:  79  25  36  48  71   0  46  26  28   0  33  26  24  38  47   0  44   0  26   0  37   0  28   0   0  47
 #       b:  32  88  22  78  25   0   0  54  30   0  41  28   0  40  51   0   0   0   0   0   0   0  39  28   0   0
 #       c:  40   0  87  38  57   0   0  32  22   0   0  55   0  28  49  31   0  53  27   0   0   0   0   0   0  26
 #       d:  38  35   0  88   0   0   0  32  32  71   0   0  23   0  77   0   0   0   0  23   0  39   0  48   0   0
 #       e:  43  20  54  30  83  46   0  25  28   0   0  36   0   0  32  49  51  48   0  32  22   0   0   0  25  15
 #       f:   0  24  21  23  61  86  32  37  19   0  39  38   0   0   0  63  46  71  39  57   0  19   0  31   0   0
 #       g:  56  19  55  45   0  36  71  40  14  41  29  39   0  43   0  42  55  37  48  28  49   0  32  25  33  31
 #       h:  25  35   0  25   0  20  20  83  20  29  35  40   0  46   0   0   0   0   0  25  40  48  28  34   0  30
 #       i:  33  31  43  21   0  38  36  26  58  42  29  62   0   0   0  42  44  45  35  35   0  32   0  26  23  34
 #       j:  27  17   0  52   0  35  39   0  38  85  36  53   0   0   0   0   0  22  58  43  54  47   0  37   0  31
 #       k:   0  30  28   0   0   0   0  55   0   0  80  53   0  45   0   0   0  43   0  34  53   0   0  50   0   0
 #       l:   0  32  44  20  37  32  39  51  55  45  39  73   0   0   0  23   0  61  32  24  24   0   0  32  54  38
 #       m:  33  16   0   0   0   0   0  43  35   0  40   0  88  55   0   0   0   0   0  23  35   0  50   0  73   0
 #       n:  36   0   0  11   0  20  25  62   0   0  39   0  37  84   0  50   0  56  16  30  40  27  42  35   0   0
 #       o:  41  29  37   0   0   0  28   0  38   0   0  26   0  46  88  27   0   0   0   0  36   0   0   0   0   0
 #       p:  31  18   0   0  42  61  30   0  31   0   0  25   0  38  48  85  40  44   0  38   0  17   0   0  26   0
 #       q:  49   0  19   0  31   0  57   0  34   0   0   0   0   0  72  30  70  35  45  21   0  27   0  29  37  40
 #       r:  25   0  74   0  35  30  25  30   0   0  25  44   0  40   0  36   0  87  35  25   0  46  43  39  45  36
 #       s:  25  28  50   0   0  36  49  36  26  51  19  47   0   0   0  30   0  72  88   0   0   0  25   0   0  29
 #       t:  18  44  36  19  65  45   0  38   0  38  44  32   0   0   0   0  25  53  18  84   0  43   0   0  58  48
 #       u:  40  28  33  27   0   0   0  46   0  59  21  39   0  60  60   0   0   0   0   0  83  60  27  22  55   0
 #       v:  18   0   0   0   0   0  48   0  36  53   0  45  15   0  33   0  32  61   0  40  58  85   0  32  38  25
 #       w:  54   0  19   0   0  12   0  24  41   0  36  19  60  38   0   0   0   0  94   0  57  46  88   0  25   0
 #       x:  43   0   0  30   0  36  29   0   0   0  48  38  35  52   0  23  38  50  21  34   0  52  18  85  49  37
 #       y:   0  33   0  35   0  25  43  16   0   0  24  34  33   0  16  37  39  58  30  30  59  58  32  45  79   0
 #       z:  36   0   0   0   0  22  39  33  27  33  47  22  23   0   0  46  35  23  25  32   0  13   0  44  42  87
 #  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
  98245  39875  54794  72508  90632 100103  87078  52093  20375   9222   4405
   15.6    6.3    8.7   11.5   14.4   15.9   13.8    8.3    3.2    1.5    0.7%
 
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
  F    50 0.085 (0.085 0.153)  22227      0   1978 =  91.8   0.0   8.2 %
  55.0   94 96 95 97 93 91 82 94 55 87 95 90 97 95 97 95 84 93 96 95 94 93 97 95 90 96

          thresh     right   unknown     wrong   correct  rejected
 1tr    0.000000     22227         0      1978     91.83      0.00
 2tr    0.050000     22227         0      1978     91.83      0.00
 3tr    0.100000     22227         1      1977     91.83      0.00
 4tr    0.150000     22227        21      1957     91.91      0.09
 5tr    0.200000     22205       126      1874     92.22      0.52
 6tr    0.250000     22156       292      1757     92.65      1.21
 7tr    0.300000     22052       552      1601     93.23      2.28
 8tr    0.350000     21875       900      1430     93.86      3.72
 9tr    0.400000     21610      1343      1252     94.52      5.55
10tr    0.450000     21252      1868      1085     95.14      7.72
11tr    0.500000     20760      2533       912     95.79     10.46
12tr    0.525000     20446      2944       815     96.17     12.16
13tr    0.550000     20066      3423       716     96.55     14.14
14tr    0.575000     19707      3848       650     96.81     15.90
15tr    0.600000     19313      4328       564     97.16     17.88
16tr    0.625000     18812      4918       475     97.54     20.32
17tr    0.650000     18330      5474       401     97.86     22.62
18tr    0.675000     17855      6012       338     98.14     24.84
19tr    0.700000     17312      6609       284     98.39     27.30
20tr    0.725000     16693      7278       234     98.62     30.07
21tr    0.750000     16040      7984       181     98.88     32.98
22tr    0.775000     15261      8798       146     99.05     36.35
23tr    0.800000     14491      9601       113     99.23     39.67
24tr    0.810000     14173      9928       104     99.27     41.02
25tr    0.820000     13818     10293        94     99.32     42.52
26tr    0.830000     13479     10640        86     99.37     43.96
27tr    0.840000     13132     10995        78     99.41     45.42
28tr    0.850000     12759     11376        70     99.45     47.00
29tr    0.860000     12350     11799        56     99.55     48.75
30tr    0.870000     11943     12212        50     99.58     50.45
31tr    0.880000     11519     12642        44     99.62     52.23
32tr    0.890000     11114     13052        39     99.65     53.92
33tr    0.900000     10660     13515        30     99.72     55.84
34tr    0.905000     10424     13757        24     99.77     56.84
35tr    0.910000     10156     14027        22     99.78     57.95
36tr    0.915000      9908     14276        21     99.79     58.98
37tr    0.920000      9659     14525        21     99.78     60.01
38tr    0.925000      9359     14827        19     99.80     61.26
39tr    0.930000      9045     15143        17     99.81     62.56
40tr    0.935000      8752     15440        13     99.85     63.79
41tr    0.940000      8420     15772        13     99.85     65.16
42tr    0.945000      8073     16120        12     99.85     66.60
43tr    0.950000      7746     16447        12     99.85     67.95
44tr    0.955000      7377     16816        12     99.84     69.47
45tr    0.960000      6984     17211        10     99.86     71.11
46tr    0.965000      6579     17618         8     99.88     72.79
47tr    0.970000      6135     18063         7     99.89     74.63
48tr    0.975000      5612     18588         5     99.91     76.79
49tr    0.980000      5050     19152         3     99.94     79.12
50tr    0.985000      4417     19785         3     99.93     81.74
51tr    0.990000      3608     20595         2     99.94     85.09
52tr    0.995000      2549     21654         2     99.92     89.46
 Iter 50; ierr 1 : iteration limit
 Used 51 iterations; 151 function calls; Err 0.085; |g|/|w| 1.199e-05
 Rms change in weights  0.025

 User+system time used:  7212.9 (s)  2:00:12.9 (h:m:s)
 Wrote weights as file trn_6.wts