Colorectal polyp classification on CPC-Paired WLI (test)
93AccuracyAlignment-free Dense Distillation
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Alignment-free Dense Distillation2025.05 | 93 | 95.9 | 92.2 | 94.3 | 94 | 93.6 | |
| PolypsAlignCategory=Cross-domain Distillation Classification (CDC)2025.05 | 90.7 | 90.6 | 94.1 | 85.7 | 92.3 | 91.3 | |
| CPC-transCategory=Cross-domain Distillation Classification (CDC)2025.05 | 89.5 | 87.5 | 96.1 | 80 | 91.6 | 88.2 | |
| SAMDCategory=Cross-domain Distillation Classification (CDC)2025.05 | 88.4 | 90.2 | 90.2 | 85.7 | 90.2 | 89.2 | |
| DLGNetCategory=Cross-domain Independent Classification (CIC)2025.05 | 87.2 | 91.7 | 86.3 | 88.6 | 88.9 | 88 | |
| FFCNetCategory=Cross-domain Independent Classification (CIC)2025.05 | 86 | 83.6 | 95.1 | 72.9 | 89 | 90 | |
| SSL-WCECategory=Cross-domain Independent Classification (CIC)2025.05 | 75 | 75.2 | 86.3 | 58.6 | 80.4 | 72.6 | |
| SSL-CPCDCategory=Cross-domain Independent Classification (CIC)2025.05 | 70.9 | 72 | 83.3 | 52.9 | 77.2 | 73.3 |