Colorectal polyp classification on In-house WLI (test)
0.802AccuracyAlignment-free Dense Distillation
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Alignment-free Dense Distillation2025.05 | 0.802 | 0.775 | 0.939 | 0.6 | 0.849 | 0.826 | |
| PolypsAlignCategory=Cross-domain Distillation Classification (CDC)2025.05 | 0.712 | 0.724 | 0.833 | 0.533 | 0.775 | 0.67 | |
| SAMDCategory=Cross-domain Distillation Classification (CDC)2025.05 | 0.694 | 0.7 | 0.848 | 0.467 | 0.767 | 0.711 | |
| CPC-transCategory=Cross-domain Distillation Classification (CDC)2025.05 | 0.667 | 0.644 | 0.985 | 0.2 | 0.779 | 0.695 | |
| DLGNetCategory=Cross-domain Independent Classification (CIC)2025.05 | 0.649 | 0.69 | 0.742 | 0.511 | 0.715 | 0.68 | |
| FFCNetCategory=Cross-domain Independent Classification (CIC)2025.05 | 0.622 | 0.707 | 0.621 | 0.622 | 0.661 | 0.615 | |
| SSL-CPCDCategory=Cross-domain Independent Classification (CIC)2025.05 | 0.577 | 0.711 | 0.485 | 0.711 | 0.577 | 0.642 | |
| SSL-WCECategory=Cross-domain Independent Classification (CIC)2025.05 | 0.523 | 0.614 | 0.53 | 0.511 | 0.569 | 0.588 |