tst_6.err

NIST Handwriting OCR Testbed

 Classifier MLP
 Testing run
 Patterns file: h7_l.pat; using all 11578 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, 26
 Network weights: from file trn_6.wts
 Long outfile not made


 oklvl 0.00
 # Highest two outputs (mean) 0.786 0.178; mean diff 0.607
   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: 410   1   1   7   3   0  27   3   3   0   0   1   1   1  16   0   7   0   1   1   2   0   2   0   0   3
 #       b:   0 427   2   6   0   0   0   6   2   2   2   0   0   0   4   0   0   1   0   0   0   0   2   0   0   0
 #       c:   4   2 447   1  17   1   0   1   0   0   0   1   1   1   6   1   0   0   1   1   0   0   0   1   0   0
 #       d:   5   3   0 441   0   0   0   1   0   4   3   0   0   1   0   0   0   0   0   1   1   0   0   0   0   0
 #       e:   9   2  19   2 396   0   0   0   1   0   1   6   0   0   0   9   2   0   1   4   1   0   3   1   0   0
 #       f:   0   1   0   0   1 377   1   0   0   0   0   8   0   0   0  12   0   2   2  23   0   0   0   2   1   3
 #       g:  10   1   0   0   1   1 234   1   1   3   0   0   2   0   2   0  54   0   8   2   0   1   0   1   4   0
 #       h:   2  10   1   4   0   1   1 428   1   2   9   3   0  10   0   0   0   0   1   1   0   1   0   6   0   2
 #       i:   1   5   1   5   1   2   0   3 149   5   0 211   0   0   0   1   1   4   1   1   0   2   1   1   2   9
 #       j:   2   0   0   4   0   0   2   0   1 187   0   2   0   0   0   0   0   0   3   1   0   0   1   2   0   0
 #       k:   1   1   0   7   0   1   0  16   0   0 355   0   0   2   0   0   0   1   0   2   2   2   1  11   1   1
 #       l:   1   1   4   0   1   1   1   0  76   6   1 595   0   0   0   0   3   3   0   0   0   2   0   1   0   1
 #       m:   5   1   0   1   0   0   3   3   2   0   2   0 420   5   0   0   0   1   0   1   2   0   3   1   0   0
 #       n:   9   1   0   0   1   1   1  13   1   0   4   2   8 393   0   3   0   2   0   1   1   1   2   3   2   0
 #       o:   2   2   1   3   0   0   1   0   5   0   1   0   1   3 454   4   0   0   1   0   2   2   1   0   0   0
 #       p:   0   0   1   0   2   6   1   0   4   0   0   2   2   3   6 369   4   2   0   6   0   0   0   0   2   0
 #       q:   8   0   0   0   1   4  73   0   1   0   0   1   0   1   0   1 248   0   1   5   1   0   1   1   1   3
 #       r:   0   0   0   1   1   0   0   0   1   0   1   1   2   3   0   3   1 402   3   6   0   7   0   3   2   0
 #       s:   3   3   0   3   0   3  15   5   2   9   1   1   0   0   3   0   1   1 411   0   0   1   3   0   0   0
 #       t:   0   3   1   2   4   3   0   1   0   1   4   2   1   1   1   1   0   2   0 420   0   0   0   1   0   3
 #       u:   6   0   0   3   0   0   0   1   0   1   3   0   1   0   3   0   2   0   0   0 441  19   5   1   5   2
 #       v:   0   1   0   1   0   0   1   0   2   2   1   0   1   1   0   1   0  10   0   1  15 486   0   2   9   0
 #       w:   0   0   0   3   1   0   0   3   1   1   0   2   2   2   0   1   0   0   0   4   9   5 431   0   1   0
 #       x:   2   1   1   1   0   5   1   2   0   0   4   3   1   1   0   2   3   1   0   3   0   4   1 427  14   2
 #       y:   1   1   0   1   1   0   6   0   0   1   0   5   0   0   0   1   2   2   0   0   4  36   2   3 301   0
 #       z:   0   2   0   0   3   1   3   2   0   0   3   0   0   0   0   0   2   0   1   3   0   0   0   6   1 415
 #  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  94  92  96  87  87  72  89  37  91  88  85  93  88  94  90  71  92  88  93  89  91  92  89  82  94
percent of predicted IDs correctly identified (cols)
          85  91  93  89  91  93  63  88  59  83  90  70  95  92  92  90  75  93  94  86  92  85  94  90  87  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:  77  39  30  50  34   0  49  35  46   0   0  23  28  43  54   0  48   0  52  41  38   0  30   0   0  57
 #       b:   0  88  38  27   0   0   0  54  32  27  35   0   0   0  65   0   0  17   0   0   0   0  44   0   0   0
 #       c:  47  41  85  36  56  37   0  68   0   0   0  45  31  16  49  37   0   0  37  24   0   0   0  38   0   0
 #       d:  50  48   0  86   0   0   0  76   0  65  39   0   0  60   0   0   0   0   0  20  23   0   0   0   0   0
 #       e:  39  27  53  25  83   0   0   0  37   0  32  31   0   0   0  52  35   0  16  26  48   0  31  15   0   0
 #       f:   0  23   0   0  34  84  38   0   0   0   0  40   0   0   0  57   0  57  52  60   0   0   0  38  38  21
 #       g:  43  22   0   0  30  22  74  40  16  41   0   0  37   0  32   0  57   0  50  23   0  57   0  40  38   0
 #       h:  23  41  29  24   0  38  37  83  37  44  38  27   0  55   0   0   0   0  54  26   0  28   0  34   0  40
 #       i:  36  26  31  36  37  25   0  60  58  47   0  66   0   0   0  17  26  47  44  34   0  30  34  20  41  40
 #       j:  49   0   0  57   0   0  50   0  33  89   0  45   0   0   0   0   0   0  62  26   0   0  24  22   0   0
 #       k:  18  33   0  36   0  42   0  52   0   0  79   0   0  42   0   0   0  36   0  42  30  48  56  50  54  33
 #       l:  37  27  47   0  33  30  36   0  56  50  48  74   0   0   0   0  25  50   0   0   0  27   0  36   0  27
 #       m:  32  22   0  50   0   0  37  57  25   0  39   0  87  45   0   0   0  46   0  28  52   0  59  40   0   0
 #       n:  43  25   0   0  28  30  58  53  23   0  47  31  42  83   0  37   0  35   0  33  39  31  35  51  22   0
 #       o:  50  56  39  41   0   0  23   0  28   0  25   0  21  60  89  33   0   0  40   0  47  33  30   0   0   0
 #       p:   0   0  13   0  52  37  26   0  32   0   0  28  34  25  50  83  45  71   0  40   0   0   0   0  44   0
 #       q:  41   0   0   0  56  39  59   0  41   0   0  60   0  33   0  29  69   0  27  39  19   0  31  88  26  39
 #       r:   0   0   0  76  61   0   0   0  21   0  28  73  52  36   0  41  41  87  41  36   0  46   0  34  53   0
 #       s:  25  36   0  42   0  35  55  39  41  53  37  61   0   0  48   0  38  34  90   0   0  31  48   0   0   0
 #       t:   0  61  45  48  33  56   0  51   0  36  52  44  20  23  35  18   0  56   0  84   0   0   0  38   0  45
 #       u:  44   0   0  49   0   0   0  32   0  50  59   0  36   0  40   0  43   0   0   0  81  61  41  17  49  41
 #       v:   0  27   0  31   0   0  23   0  39  55  15   0  15  31   0  82   0  57   0  58  58  85   0  42  42   0
 #       w:   0   0   0  56  34   0   0  36  31  52   0  36  36  37   0  16   0   0   0  35  45  52  88   0  47   0
 #       x:  35  27  32  47   0  32  12  39   0   0  57  50  66  29   0  39  43  37   0  28   0  42  24  85  48  49
 #       y:  51  20   0  33  25   0  47   0   0  36   0  29   0   0   0  33  37  54   0   0  53  60  30  22  79   0
 #       z:   0  21   0   0  29  42  44  49   0   0  32   0   0   0   0   0  40   0  29  34   0   0   0  50  39  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
  47438  19315  25993  34762  42422  46626  40702  25359  10846   4495   3070
   15.8    6.4    8.6   11.5   14.1   15.5   13.5    8.4    3.6    1.5    1.0%
 
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
        0 0.097 (0.097 0.153)  10064      0   1514 =  86.9   0.0  13.1 %
  36.7   84 94 92 96 87 87 72 89 37 91 88 85 93 88 94 90 71 92 88 93 89 91 92 89 82 94

          thresh     right   unknown     wrong   correct  rejected
 1ts    0.000000     10064         0      1514     86.92      0.00
 2ts    0.050000     10064         0      1514     86.92      0.00
 3ts    0.100000     10064         0      1514     86.92      0.00
 4ts    0.150000     10061        12      1505     86.99      0.10
 5ts    0.200000     10046        73      1459     87.32      0.63
 6ts    0.250000     10008       206      1364     88.01      1.78
 7ts    0.300000      9950       392      1236     88.95      3.39
 8ts    0.350000      9840       643      1095     89.99      5.55
 9ts    0.400000      9686       936       956     91.02      8.08
10ts    0.450000      9500      1248       830     91.97     10.78
11ts    0.500000      9247      1610       721     92.77     13.91
12ts    0.525000      9120      1821       637     93.47     15.73
13ts    0.550000      8973      2048       557     94.16     17.69
14ts    0.575000      8802      2279       497     94.66     19.68
15ts    0.600000      8640      2500       438     95.18     21.59
16ts    0.625000      8468      2731       379     95.72     23.59
17ts    0.650000      8282      2965       331     96.16     25.61
18ts    0.675000      8084      3220       274     96.72     27.81
19ts    0.700000      7859      3485       234     97.11     30.10
20ts    0.725000      7606      3768       204     97.39     32.54
21ts    0.750000      7353      4062       163     97.83     35.08
22ts    0.775000      7038      4405       135     98.12     38.05
23ts    0.800000      6709      4765       104     98.47     41.16
24ts    0.810000      6570      4915        93     98.60     42.45
25ts    0.820000      6445      5051        82     98.74     43.63
26ts    0.830000      6319      5184        75     98.83     44.77
27ts    0.840000      6186      5327        65     98.96     46.01
28ts    0.850000      6023      5502        53     99.13     47.52
29ts    0.860000      5836      5694        48     99.18     49.18
30ts    0.870000      5640      5895        43     99.24     50.92
31ts    0.880000      5475      6064        39     99.29     52.38
32ts    0.890000      5274      6273        31     99.42     54.18
33ts    0.900000      5078      6475        25     99.51     55.93
34ts    0.905000      4970      6585        23     99.54     56.88
35ts    0.910000      4860      6698        20     99.59     57.85
36ts    0.915000      4756      6803        19     99.60     58.76
37ts    0.920000      4648      6914        16     99.66     59.72
38ts    0.925000      4528      7039        11     99.76     60.80
39ts    0.930000      4406      7162        10     99.77     61.86
40ts    0.935000      4267      7301        10     99.77     63.06
41ts    0.940000      4126      7442        10     99.76     64.28
42ts    0.945000      3986      7583         9     99.77     65.49
43ts    0.950000      3811      7762         5     99.87     67.04
44ts    0.955000      3640      7934         4     99.89     68.53
45ts    0.960000      3460      8115         3     99.91     70.09
46ts    0.965000      3250      8325         3     99.91     71.90
47ts    0.970000      3015      8560         3     99.90     73.93
48ts    0.975000      2764      8812         2     99.93     76.11
49ts    0.980000      2494      9082         2     99.92     78.44
50ts    0.985000      2210      9367         1     99.95     80.90
51ts    0.990000      1804      9773         1     99.94     84.41
52ts    0.995000      1247     10330         1     99.92     89.22

 User+system time used:  15.1 (s)  0:00:15.1 (h:m:s)