Semantic Segmentation on ClinicDB Noisy OOD (test)
78.2Dice ScoreSegFormer-B5
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SegFormer-B5Params (M)=81.97, Complexity (GMac)=12.35, Type=A2026.01 | 78.2 | 64.8 | 76.4 | |
| EndoCaverParams (M)=7.81, Complexity (GMac)=11.86, Type=E2026.01 | 78.2 | 64.4 | 76.4 | |
| Cascaded1Params (M)=21.34, Complexity (GMac)=120.03, Type=C2026.01 | 75 | 61.1 | 75.1 | |
| DRPVitParams (M)=87.21, Complexity (GMac)=34.31, Type=C2026.01 | 74.1 | 59.2 | 75.3 | |
| Cascaded2Params (M)=11.08, Complexity (GMac)=13.68, Type=C2026.01 | 73.6 | 58.7 | 70.2 | |
| CFFormerParams (M)=99.56, Complexity (GMac)=30.12, Type=B2026.01 | 72.8 | 57.5 | 77.7 | |
| NPDNetParams (M)=27.67, Complexity (GMac)=5.14, Type=C2026.01 | 67.6 | 51.5 | 73.1 | |
| H-UNetsParams (M)=16.23, Complexity (GMac)=12.78, Type=D2026.01 | 67.3 | 50.9 | 73.6 | |
| CTNetParams (M)=44.29, Complexity (GMac)=6.27, Type=A2026.01 | 66.9 | 50.7 | 73.2 | |
| UNetParams (M)=31.04, Complexity (GMac)=41.93, Type=A2026.01 | 63.4 | 47.2 | 76.4 | |
| I2UNet-LParams (M)=29.65, Complexity (GMac)=9.35, Type=D2026.01 | 55.3 | 38.7 | 72.7 |