Research Article
Fuzzy Classification of the Maturity of the Tomato Using a Vision System
Table 6
Output and error of different classification systems.
| | Test set class | Model 1 | Model 2 | Model 3 | | Output | MSE (-6) | Output | MSE | Output | MSE (-6) |
| | 1 | 0.9848 | 230.0 | 4.0274 | 9.1653 | 0.9883 | 135.1337 | | 5 | 5.0015 | 2.380 | 4.9622 | 0.0014 | 5.0002 | 0.0831 | | 6 | 5.9993 | 0.4.20 | 6.0460 | 0.0014 | 6.0003 | 0.15688 | | 3 | 3.0000 | .00042 | 3.5879 | 0.3457 | 2.9999 | 0.0003 | | 3 | 2.9995 | .24200 | 3.5936 | 0.3524 | 2.9995 | 0.1605 | | 5 | 5.0142 | 203.00 | 4.0408 | 0.9200 | 4.9626 | 1394.9366 | | 2 | 1.9989 | 1.1500 | 2.6855 | 0.4699 | 2.0091 | 83.24365 | | 4 | 4.0041 | 17.400 | 3.9967 | -5 | 3.9806 | 372.6216 | | 4 | 3.9857 | 17.400 | 4.1620 | 0.0262 | 4.0371 | 1383.8290 | | 1 | 0.9848 | 230.00 | 4.0274 | 9.1653 | 0.9883 | 135.1337 | | 6 | 5.9998 | 0.0109 | 5.2491 | 0.5637 | 5.9863 | 187.4693 | | 2 | 1.9882 | 139.00 | 3.9156 | 3.6697 | 1.9989 | 1.0575 | | 3 | 2.9999 | .00185 | 4.1862 | 1.4070 | 2.9999 | 0.0021 | | 5 | 4.9954 | 20.600 | 3.0531 | 3.7902 | 5.0375 | 1407.2835 | | 5 | 5.0158 | 251.00 | 4.0636 | 0.8767 | 4.9669 | 1093.2020 | | 3 | 2.9045 | 9110.0 | 3.8458 | 0.7154 | 2.9958 | 17.0728 | | 5 | 4.9946 | 28.600 | 4.2339 | 0.5867 | 5.0047 | 22.7437 | | 4 | 3.9909 | 81.200 | 4.1841 | 0.0339 | 4.0414 | 1721.7774 | | 4 | 3.9857 | 204.00 | 3.1609 | 0.7040 | 3.9314 | 4702.4978 | | 4 | 4.0167 | 204.00 | 4.2202 | 0.0485 | 4.0129 | 167.4634 | | Sum | — | 10739.9 | — | 32.8434 | — | 12825.86 | | Average error | — | 536.995 | — | 1.64217 | — | 641.293 |
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