| Dataset | Texture Descriptor | SVM | Bayes Net | K* | IBk | Naive Bayes | FTree |
| Brodatz | Gabor | 44.4% | 87.2% | 90.4% | 90.9% | 89.1% | 91.6% |
| GLCM | 65.1% | 60.5% | 77.6% | 76.3% | 73.8% | 82.9% | |
| Steerable | 86.6% | 85.7% | 89.7% | 90.4% | 88.5% | 90.2% | |
| SIFT | 0.0% | 34.4% | 45.4% | 36.7% | 33.2% | 44.2% | |
| UIUC | Gabor | 53.1% | 50.5% | 60.0% | 67.3% | 55.1% | 70.7% |
| GLCM | 61.1% | 54.5% | 66.7% | 66.7% | 56.1% | 70.6% | |
| Steerable | 77.1% | 56.4% | 69.8% | 74.3% | 59.6% | 75.0% | |
| SIFT | 51.0% | 78.7% | 71.5% | 69.0% | 74.5% | 85.3% | |
| KTH | Gabor | 80.2% | 64.1% | 95.2% | 96.2% | 66.0% | 91.9% |
| GLCM | 67.5% | 54.3% | 74.2% | 73.1% | 50.2% | 73.8% | |
| Steerable | 87.2% | 60.0% | 92.6% | 93.5% | 56.5% | 89.8% | |
| SIFT | 35.1% | 51.9% | 52.8% | 49.6% | 37.2% | 51.6% |