tst_6.err

NIST Handwriting OCR Testbed

 Classifier MLP
 Testing run
 Patterns file: h7_ul.pat; using all 23670 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, 192, 26
 Network weights: from file trn_6.wts
 Long outfile not made


 oklvl 0.00
 # Highest two outputs (mean) 0.785 0.176; mean diff 0.609
   key  name
    A   A
    B   B
    C   C
    D   D
    E   E
    F   F
    G   G
    H   H
    I   I
    J   J
    K   K
    L   L
    M   M
    N   N
    O   O
    P   P
    Q   Q
    R   R
    S   S
    T   T
    U   U
    V   V
    W   W
    X   X
    Y   Y
    Z   Z
 #  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
 #  row: correct, column: actual
 #       A: 787   6   4  12   3   1  32   7   3   0   4   5   4   9  18   1  26   3   1   2   3   0   2   1   0   5
 #       B:   2 824   0   6   4   6   3   8   1   2   2   7   0   1   4   1   3   8   2   0   0   0   1   0   1   7
 #       C:   4   4 934   1  33   1   0   0   0   0   2  12   0   0  10   2   0   4   1   2   1   0   0   0   0   0
 #       D:   9  16   0 833   0   0   0   1   2   9   4  12   0   3  30   3   0   0   0   1   0   0   1   1   1   0
 #       E:   9   7  30   1 749   6   5   0   2   0   1  14   2   0   0   8   1   3   1   3   1   0   1   0   0   3
 #       F:   1   3   1   1   3 770   1   0   3   1   1   6   0   0   0  28   2   9   3  25   0   0   1   0   2   0
 #       G:  14   9   6   0   0   2 613   0   2   3   0   3   1   0   3   0  67   2  12   8   0   1   1   1   3   0
 #       H:  13   2   0   2   0   2   1 815   2   3  10  14   4  12   0   0   3   5   1   4   4   0   2   4   1   0
 #       I:   0   1   1   7   4   5   1   1 787   8   1 291   0   1   0   1   2   3  10   1   1   1   0   1   3  15
 #       J:   0   2   0   6   0   0   4   1   6 593   0   1   0   1   1   0   0   0   7   6   1   2   0   2   0   1
 #       K:   2   3   1   5   2   0   0  17   1   1 726   3   6   2   0   0   0  11   0   2   5   3   5  20   0   0
 #       L:   1   5  13   0   0   1   0   4 324   8   2 819   0   1   0   0   1   4   0   1   1   1   0   4   2   5
 #       M:   6   0   0   0   0   0   2  18   0   1   1   0 827  28   0   0   2   2   0   0   4   0   2   5   2   0
 #       N:  24   0   1   4   0   1   5  23   1   1   6   2  16 792   1   4   0   1   1   0   4  10  10   6   4   3
 #       O:   3   3   0  30   1   0   3   0   5   0   1   1   0   6 894   1   1   0   0   0   3   1   1   0   1   0
 #       P:   8   0   0   5   3   6   0   2   5   0   0   0   0   4   5 812   2   7   0   8   0   0   2   0   6   0
 #       Q:  39   7   0   2   4   1  69   0   6   0   1   1   0   0  16   8 613   6   2   7   0   0   5   2   3   9
 #       R:  14   2   2   0   6   5   3   5   4   0  10   3   4   3   0   7   4 786   0  10   0   5   0   5   8   3
 #       S:   6   4   1   3   1   4  18   1   5  16   0   2   0   0   1   0   0   1 861   1   0   0   5   2   0   0
 #       T:   0   3   3   3  11   4   1   1   1   1   6   2   1   0   0   0   1  13   0 846   0   1   0   4   4   2
 #       U:   4   0   0   1   0   1   0   4   1   2   7   3   2   3   3   0   2   1   0   0 892  23   5   2   5   4
 #       V:   2   0   0   1   0   1   0   1   1   2   1   2   0   2   0   1   1   6   0   0  24 962   1   2  16   0
 #       W:   2   0   0   4   0   0   1   3   0   2   1   2   1  18   0   1   3   0   0   1   8  14 868   0   4   0
 #       X:   2   1   0   0   0   6   0   2   4   1   7   2   1   0   0   2   1   2   0   2   0   5   2 888  16   6
 #       Y:   1   1   0   2   0   2   5   2   0   0   1   0   2   2   0   2   4   4   3   3   7  46   0   4 705   0
 #       Z:   1   0   0   1   7   1   2   0   2   1   1   8   0   0   0   0   1   0   1   4   1   1   0  10   0 854
 #  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)
          84  92  92  90  88  89  82  90  69  94  89  68  92  86  94  93  77  88  92  93  92  94  93  93  89  95
percent of predicted IDs correctly identified (cols)
          82  91  94  90  90  93  80  89  67  91  91  67  95  89  91  92  83  89  95  90  93  89  95  92  90  93

 #  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  34  36  40  31  41  43  48  44   0  33  36  47  38  53  23  51  58  48  27  40   0  20  14   0  48
 #       B:  25  83   0  45  38  32  57  42  35  31  22  36   0  18  44  43  34  41  26   0   0   0  37   0  26  38
 #       C:  36  34  87  31  53  31   0   0   0   0  32  50   0   0  52  76   0  55  30  24  25   0   0   0   0   0
 #       D:  40  50   0  83   0   0   0  39  38  48  23  35   0  43  58  64   0   0   0  27   0   0  23  12  15   0
 #       E:  29  48  51  29  84  32  59   0  29   0  68  38  25   0   0  48  20  30  38  34  67   0  54   0   0  32
 #       F:  34  24  30  42  45  87  42   0  33  24  24  34   0   0   0  51  33  48  39  53   0   0  32   0  43   0
 #       G:  42  52  57   0   0  34  77   0  23  48   0  26  47   0  26   0  56  41  41  31   0  43  31  28  40   0
 #       H:  44  42   0  43   0  43  27  79  30  41  33  56  46  47   0   0  25  27  27  28  36   0  32  51  28   0
 #       I:   0  33  38  43  48  42  30  33  67  50  29  54   0  27   0  27  34  45  44  54  28  24   0  75  39  44
 #       J:   0  23   0  65   0   0  37  16  47  86   0  34   0  22  44   0   0   0  45  48  27  48   0  19   0  39
 #       K:  30  37  18  42  26   0   0  46  30  40  81  49  45  42   0   0   0  38   0  45  49  50  43  47   0   0
 #       L:  33  41  61   0   0  21   0  34  56  50  34  73   0  42   0   0  12  33   0  57  25  33   0  46  23  49
 #       M:  36   0   0   0   0   0  52  57   0  29  29   0  85  53   0   0  28  30   0   0  47   0  57  34  39   0
 #       N:  41   0  20  39   0  24  31  48  62  16  39  26  49  79  15  45   0  39  30   0  41  35  45  28  39  21
 #       O:  27  62   0  49  42   0  30   0  37   0  31  17   0  45  88  42  67   0   0   0  52  20  13   0  22   0
 #       P:  48   0   0  60  42  33   0  28  35   0   0   0   0  35  52  85  57  57   0  57   0   0  36   0  53   0
 #       Q:  50  56   0  50  43  28  55   0  28   0  20  33   0   0  48  48  74  50  40  44   0   0  29  28  29  39
 #       R:  38  56  61   0  43  35  34  33  34   0  44  31  34  29   0  43  47  78   0  46   0  54   0  41  46  45
 #       S:  48  45  60  41  57  26  53  37  38  57   0  36   0   0  52   0   0  25  89  43   0   0  35  57   0   0
 #       T:   0  44  34  32  46  47  28  28  24  21  46  33  62   0   0   0  52  56   0  87   0  18   0  48  50  27
 #       U:  40   0   0  21   0  33   0  20  37  20  37  28  35  41  36   0  27  43   0   0  82  59  46  58  53  30
 #       V:  21   0   0  44   0  14   0  24  34  49  44  38   0  32   0  66  18  55   0   0  58  87  28  31  47   0
 #       W:  19   0   0  50   0   0  17  23   0  46  31  31  46  49   0  39  52   0   0  29  53  51  89   0  33   0
 #       X:  27  36   0   0   0  27   0  30  41  28  54  22  43   0   0  58  35  26   0  28   0  50  30  86  47  51
 #       Y:  76  36   0  42   0  40  38  32   0   0  31   0  56  27   0  40  37  44  26  46  42  61   0  38  83   0
 #       Z:  30   0   0  18  44  48  52   0  46  33  28  56   0   0   0   0  32   0  27  46  20  27   0  52   0  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
 102242  41206  55895  73621  89689  94508  78124  45697  19076   9531   5831
   16.6    6.7    9.1   12.0   14.6   15.4   12.7    7.4    3.1    1.5    0.9%
 
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
        0 0.093 (0.093 0.133)  20850      0   2820 =  88.1   0.0  11.9 %
  68.4   84 92 92 90 88 89 82 90 69 94 89 68 92 86 94 93 77 88 92 93 92 94 93 93 89 95

          thresh     right   unknown     wrong   correct  rejected
 1ts    0.000000     20851         0      2819     88.09      0.00
 2ts    0.050000     20851         0      2819     88.09      0.00
 3ts    0.100000     20850         1      2819     88.09      0.00
 4ts    0.150000     20840        39      2791     88.19      0.16
 5ts    0.200000     20816       158      2696     88.53      0.67
 6ts    0.250000     20729       407      2534     89.11      1.72
 7ts    0.300000     20590       768      2312     89.90      3.24
 8ts    0.350000     20372      1235      2063     90.80      5.22
 9ts    0.400000     20073      1795      1802     91.76      7.58
10ts    0.450000     19663      2457      1550     92.69     10.38
11ts    0.500000     19159      3243      1268     93.79     13.70
12ts    0.525000     18845      3722      1103     94.47     15.72
13ts    0.550000     18463      4257       950     95.11     17.98
14ts    0.575000     18069      4824       777     95.88     20.38
15ts    0.600000     17659      5390       621     96.60     22.77
16ts    0.625000     17232      5930       508     97.14     25.05
17ts    0.650000     16866      6398       406     97.65     27.03
18ts    0.675000     16451      6906       313     98.13     29.18
19ts    0.700000     15987      7429       254     98.44     31.39
20ts    0.725000     15488      7971       211     98.66     33.68
21ts    0.750000     14963      8535       172     98.86     36.06
22ts    0.775000     14425      9108       137     99.06     38.48
23ts    0.800000     13871      9693       106     99.24     40.95
24ts    0.810000     13624      9952        94     99.31     42.04
25ts    0.820000     13373     10217        80     99.41     43.16
26ts    0.830000     13079     10518        73     99.44     44.44
27ts    0.840000     12781     10824        65     99.49     45.73
28ts    0.850000     12449     11167        54     99.57     47.18
29ts    0.860000     12138     11488        44     99.64     48.53
30ts    0.870000     11787     11843        40     99.66     50.03
31ts    0.880000     11445     12191        34     99.70     51.50
32ts    0.890000     11079     12565        26     99.77     53.08
33ts    0.900000     10664     12982        24     99.78     54.85
34ts    0.905000     10443     13206        21     99.80     55.79
35ts    0.910000     10228     13423        19     99.81     56.71
36ts    0.915000      9989     13664        17     99.83     57.73
37ts    0.920000      9766     13889        15     99.85     58.68
38ts    0.925000      9468     14187        15     99.84     59.94
39ts    0.930000      9208     14450        12     99.87     61.05
40ts    0.935000      8921     14738        11     99.88     62.26
41ts    0.940000      8633     15028         9     99.90     63.49
42ts    0.945000      8313     15349         8     99.90     64.85
43ts    0.950000      7955     15708         7     99.91     66.36
44ts    0.955000      7592     16072         6     99.92     67.90
45ts    0.960000      7200     16464         6     99.92     69.56
46ts    0.965000      6769     16895         6     99.91     71.38
47ts    0.970000      6309     17356         5     99.92     73.32
48ts    0.975000      5774     17892         4     99.93     75.59
49ts    0.980000      5204     18464         2     99.96     78.01
50ts    0.985000      4562     19108         0    100.00     80.73
51ts    0.990000      3761     19909         0    100.00     84.11
52ts    0.995000      2709     20961         0    100.00     88.56

 User+system time used:  45.9 (s)  0:00:45.9 (h:m:s)