Few-shot Segmentation on COCO-20^i (S0-S3 Mean)
68.9mIoU (Mean)Oracle
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OracleBackbone=Res-50, Shots=1-shot/5-shot2022.12 | 68.9 | 66.1 | 74.3 | 64.8 | 70.4 | |
| MM-FormerBackbone=Res-50, Shots=5-shot2022.12 | 48.4 | 44 | 52.4 | 47.4 | 50 | |
| HSNetBackbone=Res-50, Shots=5-shot2022.12 | 46.9 | 43.3 | 51.3 | 48.2 | 45 | |
| CyCTRBackbone=Res-50, Shots=5-shot2022.12 | 45.6 | 41.1 | 48.9 | 45.2 | 47 | |
| MM-FormerBackbone=Res-50, Shots=1-shot2022.12 | 44.2 | 40.5 | 47.7 | 45.2 | 43.3 | |
| ASGNetBackbone=Res-50, Shots=5-shot2022.12 | 42.5 | — | — | — | — | |
| REPRIBackbone=Res-50, Shots=5-shot2022.12 | 42.1 | 38.5 | 46.2 | 40 | 43.6 | |
| CWTBackbone=Res-50, Shots=5-shot2022.12 | 41.3 | 40.1 | 43.8 | 39 | 42.4 | |
| CyCTRBackbone=Res-50, Shots=1-shot2022.12 | 40.3 | 38.9 | 43 | 39.6 | 39.8 | |
| SCLBackbone=Res-50, Shots=5-shot2022.12 | 39.9 | 38.9 | 40.5 | 41.5 | 38.7 | |
| HSNetBackbone=Res-50, Shots=1-shot2022.12 | 39.2 | 36.3 | 43.1 | 38.7 | 38.7 | |
| MM-NetBackbone=Res-50, Shots=5-shot2022.12 | 38 | 38.5 | 39.6 | 38.4 | 35.5 | |
| PFENetBackbone=Res-50, Shots=5-shot2022.12 | 37.4 | 38.5 | 38.6 | 38.2 | 34.3 | |
| MM-NetBackbone=Res-50, Shots=1-shot2022.12 | 37.2 | 34.9 | 41 | 37.8 | 35.2 | |
| SCLBackbone=Res-50, Shots=1-shot2022.12 | 37 | 36.4 | 38.6 | 37.5 | 35.4 | |
| ASGNetBackbone=Res-50, Shots=1-shot2022.12 | 34.6 | — | — | — | — | |
| REPRIBackbone=Res-50, Shots=1-shot2022.12 | 34 | 31.2 | 38.1 | 33.3 | 33 | |
| CWTBackbone=Res-50, Shots=1-shot2022.12 | 32.9 | 32.3 | 36 | 31.6 | 31.6 | |
| PFENetBackbone=Res-50, Shots=1-shot2022.12 | 32.4 | 34.3 | 33 | 32.3 | 33.1 |