Research Article
An Incremental Two-Dimensional Principal Component Analysis for Object Recognition
Table 2
Comparison of the running time on the block database.
| ā | 2DPCA [12] | I2DPCA | RC2DPCA [18] | IRC2DPCA | Feature extraction time (s) | Classification time (s) | Feature extraction time (s) | Classification time (s) | Feature extraction time (s) | Classification time (s) | Feature extraction time (s) | Classification time (s) |
| 25 | 1.511 | 1.870 | 2.648 | 1.862 | 2.198 | 0.302 | 5.974 | 0.317 | 50 | 4.350 | 2.010 | 6.418 | 1.953 | 5.615 | 0.354 | 11.416 | 0.341 | 75 | 8.951 | 2.574 | 8.342 | 2.582 | 10.856 | 0.399 | 17.532 | 0.343 | 100 | 15.391 | 2.374 | 10.921 | 2.371 | 16.602 | 0.408 | 24.384 | 0.377 | 125 | 22.740 | 2.386 | 14.921 | 2.479 | 23.951 | 0.374 | 28.263 | 0.409 | 150 | 32.838 | 2.500 | 15.425 | 2.498 | 33.435 | 0.427 | 33.930 | 0.420 | 175 | 43.921 | 2.515 | 18.526 | 2.514 | 43.558 | 0.399 | 39.185 | 0.399 | 200 | 55.803 | 2.708 | 21.606 | 2.686 | 57.873 | 0.432 | 44.589 | 0.432 | 225 | 71.662 | 2.715 | 23.958 | 2.713 | 69.667 | 0.432 | 49.155 | 0.431 | 250 | 82.509 | 2.690 | 23.998 | 2.694 | 88.56 | 0.427 | 54.198 | 0.427 |
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