Research Article
Image Classification Using PSO-SVM and an RGB-D Sensor
Table 3
Tests using objects from the Washington University data set.
| Classification percentages | Object | Object 1 | Object 2 | Object 3 | Object 4 | Result | CR | FN | FP | CR | FN | FP | CR | FN | FP | CR | FN | FP |
| Moment descriptor | 80 | 8 | 12 | 96 | 0 | 4 | 92 | 4 | 4 | 79 | 7 | 14 | Moment-PSA descriptor | 85 | 5 | 10 | 98 | 0 | 2 | 97 | 1 | 2 | 82 | 8 | 10 | HOG descriptor | 99 | 1 | 0 | 98 | 2 | 0 | 90 | 8 | 2 | 85 | 10 | 5 | SIFT descriptor | 74 | 22 | 4 | 85 | 8 | 7 | 76 | 10 | 14 | 70 | 27 | 3 | HAAR cascade | 90 | 9 | 1 | 89 | 7 | 4 | 75 | 10 | 15 | 72 | 27 | 1 |
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