One-shot semantic segmentation on COCO-20i (novel)
56.3F-Score (Fold 0)SegGPT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SegGPTLabel type=mask, trained_by_in_domain_datasets=true2024.02 | 56.3 | 57.4 | 58.9 | 51.7 | 56.1 | |
| MatcherLabel type=mask, uses_SAM=true2024.02 | 52.7 | 53.5 | 52.6 | 52.1 | 52.7 | |
| VRP-SAMLabel type=mask, uses_SAM=true2024.02 | 48.1 | 55.8 | 60 | 51.6 | 53.9 | |
| VRP-SAMLabel type=box, uses_SAM=true2024.02 | 44.5 | 49.3 | 55.7 | 49.1 | 49.7 | |
| VRP-SAMLabel type=scribble, uses_SAM=true2024.02 | 40.2 | 52 | 52.4 | 44.4 | 47.2 | |
| PainterLabel type=mask2024.02 | 31.2 | 35.3 | 33.5 | 32.4 | 33.1 | |
| VRP-SAMLabel type=point, uses_SAM=true2024.02 | 30.1 | 39.2 | 43 | 40.4 | 38.2 | |
| PerSAMLabel type=mask, uses_SAM=true2024.02 | 23.1 | 23.6 | 22 | 23.4 | 23 | |
| PerSAM-FLabel type=mask, uses_SAM=true2024.02 | 22.3 | 24 | 23.4 | 24.1 | 23.5 |