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Performance comparison of different approaches using 16×16 patches
| The Algorithm | Classification Rate on Validation Set | Classification Rate on Heldout Set |
|---|---|---|
| The selected subset of statistical features [25] | 78±1.1% | 76.6±1.1% |
| BoW on raw patches with 20D histograms [25] | 80.9±1.1% | 79.9±1.1% |
| The Convlutional-BoW with 20D histograms [26] | 81.2±1.1% | 79.9±1.1% |
| The proposed Adversarial-BoW (20D histograms) | 84.2±1% | 83.8±1% |
