TABLE 5.
Ablation results for key features in the proposed model.
Experiment | Component removed | Accuracy (AID) | Accuracy (UCM) | F1 score (AID) | F1 score (UCM) |
---|---|---|---|---|---|
Full model | No | 97.90% | 98.90% | 93.60% | 94.16% |
Without MRF | Replaced with FCM | 92.50% | 90.30% | 92.10% | 89.80% |
Without spectral-spatial features | Removed | 89.80% | 87.60% | 89.20% | 86.90% |
Without Haralick features | Removed | 90.30% | 88.20% | 89.70% | 87.50% |
Without Bilateral Filter | Removed | 85.60% | 83.20% | 85.10% | 82.70% |