trn_6.err

NIST Handwriting OCR Testbed

 #       I:   5   1   9   4   4   4   5   5 1859  31   2 571   1   0   0   5   4  14   0  10   0   2   0   2   1  17
 #       J:   2   1   0  12   1   2   6   2  26 1323   0  16   0   2   1   0   1   2  24  15   6   7   0   6   1   2
 #       K:   3   3   2   1   2   2   1  32   5   0 1457  13   6   9   0   0   0   9   0   5   3   5   0  30   1   1
 #       L:   2   4  33   3   7   1   1  12 692  19   7 1960   1   1   0   2   1   9   5   4   0   2   1   6   6   2
 #       M:   9   0   0   2   1   0   1  35   1   0   9   0 1711  49   0   0   1   1   0   0   6   0   8   2   2   1
 #       N:  22   0   1   6   0   0   2  22   4   0   7   0  26 1712   0   2   0   6   0   0   8   8  17   4   1   1
 #       O:   2   5   1  22   0   1   5   0   8   1   2   0   3  10 1789   1   4   0   1   0   7   0   0   0   0   0
 #       P:   5   1   0  21   6   4   1   0   6   0   0   2   2  10   3 1661   9  11   0   7   1   1   1   0   3   1
 #       Q:  71   7   0   6   8   5  91   2   5   1   0   1   3   1  17  10 1377  14   6   2   3   1   2   1   4   9
 #       R:  18   0  12   1  20   6   1   1   8   0  10   6   5   8   0  11   7 1671   1  15   0  14   0   7  14   4
 #       S:  10   9   4   2   0   5  11   3   4  17   0   3   1   0   3   1   2   0 1718   4   0   0   2   1   0   2
 #       T:   0   3   3   2  10  13   4   2   5   4   3   7   0   1   0   0   1  37   4 1760   0   2   0   7   9   3
 #       U:   6   1   0   5   1   0   1  11   1   6   5   4   5   5   7   0   0   0   0   1 1774  50  11   2   4   1
 #       V:   2   0   0   0   0   0   0   1   2   5   1   3   2   4   2   0   0  14   0   2  75 1910   0   2  38   0
 #       W:   3   2   0   2   1   0   0   2   0   3   3   2   2  31   0   1   3   1   3   0  18  17 1786   2   1   0
 #       X:   2   0   1   0   0   1   1   3   4   1  32  10   2   3   0   1   4  11   0   2   1  11   1 1782  21   5
 #       Y:   2   5   0   1   1   0   5   7   1   3   3   3   1   1   0   2   7   9   2   9  24  48   4   7 1526   0
 #       Z:   1   4   0   2   8   1   9   1   6   2   1   8   1   2   0   2   9   4   1   2   0   3   0   4   4 1778
 #  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)
          89  94  95  92  92  93  81  92  73  91  92  70  93  93  96  95  84  91  95  94  93  93  95  94  91  96
percent of predicted IDs correctly identified (cols)
          87  94  94  93  93  96  88  90  69  92  93  72  95  90  93  94  85  89  95  93  91  91  97  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:  76  35  37  37  49  27  45  37  24  39  42  35  31  39  46  36  36  40  30  33  40   0  54   0   0  41
 #       B:  34  83   0  43  35   0  39  58  23   0  34  35  24  39  35   0  45  41   0  61  25   0  68   0   0  50
 #       C:  35  45  89  47  54  28  30   0  45   0  24  50  16  34  48  48  28  52  28   0  38   0   0  38  18  67
 #       D:  37  47   0  84   0   0  31  50  33  50   0  34  26  39  54  51  33  23   0   0  34  34   0  29   0   0
 #       E:  36  44  57  24  83  40  40  27  34   0  29  34  40  28   0  58  40  42  31  33   0  32   0  29  26  63
 #       F:  44  25  24  43  40  87  44  25  37   0  35  23  64   0   0  58  36  55  34  57   0   0   0  37  26  34
 #       G:  50  44  46  35  46  37  75  31  30  32  35  39  28  32  43  39  54  27  49  39  45  22   0  27  36  33
 #       H:  38  40   0  32   0  23  20  80  26  27  39  51  41  51   0   0  37  32   0  27  41  42  40  46  19  26
 #       I:  39  25  52  34  32  49  30  29  65  48  19  53  35   0   0  42  42  45   0  50   0  36   0  51  34  43
 #       J:  35  33   0  58  27  34  32  31  50  85   0  45   0  30  32   0  31  17  56  53  54  47   0  31  19  40
 #       K:  38  41  50  24  21  35  27  45  27   0  81  50  34  38   0   0   0  43   0  25  47  29   0  52  36  29
 #       L:  25  44  59  27  37  43  37  46  55  51  50  72  14  13   0  24  23  40  37  25   0  35  35  33  59  29
 #       M:  36   0   0  31  29   0  21  45  27   0  45   0  86  52   0   0  30  27   0   0  45   0  48  19  49  24
 #       N:  39   0  21  41   0   0  30  47  21   0  45   0  43  80   0  51   0  38   0   0  28  46  51  46  71  41
 #       O:  43  43  24  60   0  20  27   0  40  35  30   0  25  44  87  84  36   0  27   0  52   0   0   0   0   0
 #       P:  45  16   0  53  49  66  16   0  35   0   0  31  47  38  49  86  40  56   0  35  25  19  45   0  32  48
 #       Q:  49  47   0  35  37  36  56  27  29  28   0  32  21  18  49  47  75  39  43  25  53  22  30  13  36  41
 #       R:  45   0  50  42  47  50  20  19  31   0  38  33  28  49   0  35  46  79  42  48   0  48   0  35  55  44
 #       S:  40  44  50  36   0  26  44  30  37  55   0  26  39   0  37  40  37   0  90  37   0   0  35  20   0  16
 #       T:   0  32  43  19  47  42  30  33  35  46  37  32   0  27   0   0  18  61  28  85   0  32   0  38  62  39
 #       U:  39  23   0  36  41   0  37  41  24  56  36  37  31  35  55   0   0   0   0  13  84  60  47  58  44  23
 #       V:  18   0   0   0   0   0   0  20  36  54  37  28  22  26  45   0   0  52   0  59  62  86   0  40  51   0
 #       W:  38  24   0  41  23   0   0  52   0  28  26  28  78  50   0  20  29  34  95   0  57  48  89  38  24   0
 #       X:  34   0  27   0   0  17  59  25  37  18  55  31  13  47   0  24  31  30   0  29   7  53  18  88  50  50
 #       Y:  30  39   0  40  19   0  41  27  23  54  26  24  40  20   0  38  34  43  22  43  57  59  42  52  82   0
 #       Z:  30  45   0  25  52  16  40  57  28  27  24  41  23  24   0  62  38  38  27  53   0  34   0  54  37  89
 #  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
 210594  85255 115132 151701 184203 196379 162594  92025  36673  19188  10506
   16.7    6.7    9.1   12.0   14.6   15.5   12.9    7.3    2.9    1.5    0.8%
 
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
  F    50 0.088 (0.088 0.133)  43763      0   4862 =  90.0   0.0  10.0 %
  70.5   89 94 95 92 92 93 81 92 73 91 92 70 93 93 96 95 84 91 95 94 93 93 95 94 91 96

          thresh     right   unknown     wrong   correct  rejected
 1tr    0.000000     43763         0      4862     90.00      0.00
 2tr    0.050000     43763         0      4862     90.00      0.00
 3tr    0.100000     43762         4      4859     90.01      0.01
 4tr    0.150000     43752        52      4821     90.07      0.11
 5tr    0.200000     43707       266      4652     90.38      0.55
 6tr    0.250000     43570       692      4363     90.90      1.42
 7tr    0.300000     43350      1281      3994     91.56      2.63
 8tr    0.350000     42930      2095      3600     92.26      4.31
 9tr    0.400000     42385      3038      3202     92.98      6.25
10tr    0.450000     41586      4283      2756     93.78      8.81
11tr    0.500000     40499      5881      2245     94.75     12.09
12tr    0.525000     39823      6849      1953     95.33     14.09
13tr    0.550000     39047      7937      1641     95.97     16.32
14tr    0.575000     38218      9050      1357     96.57     18.61
15tr    0.600000     37302     10212      1111     97.11     21.00
16tr    0.625000     36381     11347       897     97.59     23.34
17tr    0.650000     35465     12437       723     98.00     25.58
18tr    0.675000     34537     13511       577     98.36     27.79
19tr    0.700000     33463     14686       476     98.60     30.20
20tr    0.725000     32386     15846       393     98.80     32.59
21tr    0.750000     31262     17056       307     99.03     35.08
22tr    0.775000     30107     18270       248     99.18     37.57
23tr    0.800000     28779     19645       201     99.31     40.40
24tr    0.810000     28203     20232       190     99.33     41.61
25tr    0.820000     27647     20804       174     99.37     42.78
26tr    0.830000     27005     21457       163     99.40     44.13
27tr    0.840000     26349     22132       144     99.46     45.52
28tr    0.850000     25684     22813       128     99.50     46.92
29tr    0.860000     24986     23524       115     99.54     48.38
30tr    0.870000     24218     24303       104     99.57     49.98
31tr    0.880000     23423     25111        91     99.61     51.64
32tr    0.890000     22581     25961        83     99.63     53.39
33tr    0.900000     21649     26906        70     99.68     55.33
34tr    0.905000     21164     27394        67     99.68     56.34
35tr    0.910000     20658     27907        60     99.71     57.39
36tr    0.915000     20168     28404        53     99.74     58.41
37tr    0.920000     19674     28899        52     99.74     59.43
38tr    0.925000     19140     29437        48     99.75     60.54
39tr    0.930000     18549     30034        42     99.77     61.77
40tr    0.935000     17926     30660        39     99.78     63.05
41tr    0.940000     17277     31313        35     99.80     64.40
42tr    0.945000     16625     31966        34     99.80     65.74
43tr    0.950000     15913     32679        33     99.79     67.21
44tr    0.955000     15110     33483        32     99.79     68.86
45tr    0.960000     14312     34286        27     99.81     70.51
46tr    0.965000     13476     35126        23     99.83     72.24
47tr    0.970000     12547     36057        21     99.83     74.15
48tr    0.975000     11460     37146        19     99.83     76.39
49tr    0.980000     10346     38263        16     99.85     78.69
50tr    0.985000      8927     39687        11     99.88     81.62
51tr    0.990000      7266     41350         9     99.88     85.04
52tr    0.995000      5135     43484         6     99.88     89.43
 Iter 50; ierr 1 : iteration limit
 Used 51 iterations; 151 function calls; Err 0.088; |g|/|w| 1.121e-05
 Rms change in weights  0.010

 User+system time used:  22491.2 (s)  6:14:51.2 (h:m:s)
 Wrote weights as file trn_6.wts