Few-Shot Semantic Segmentation on PASCAL-5i 5-shot VOC 2012 SDS
84.1mIoU (5^0)FSSAM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FSSAMMethod Category=Foundation-based FSS Methods, Shot Count=5-shot2026.04 | 84.1 | 88.5 | 83.8 | 85 | 85.4 | 91.9 | |
| GF-SAMMethod Category=Foundation-based FSS Methods, Shot Count=5-shot2026.04 | 81.5 | 86.3 | 79.7 | 82.9 | 82.6 | — | |
| FPTransMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 76.7 | 79 | 81 | 75.1 | 78 | — | |
| FSS-SAM3 + textMethod Category=Foundation-based FSS Methods, Shot Count=5-shot, Backbone=SAM3, Resolution=1008 x 1008, Textual Guidance=true2026.04 | 76.2 | 86.7 | 80.3 | 81.9 | 81.3 | 89 | |
| FSS-SAM3Method Category=Foundation-based FSS Methods, Shot Count=5-shot, Backbone=SAM3, Resolution=1008 x 1008, Textual Guidance=false2026.04 | 74.8 | 86.8 | 80.4 | 82.9 | 81.2 | 88.9 | |
| PAMMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 74.7 | 78 | 75.3 | 70.8 | 74.7 | — | |
| AENetMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 74.2 | 76.5 | 74.8 | 70.6 | 74.1 | 84.5 | |
| HMNetMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 74 | 77.2 | 74.1 | 70.5 | 73.9 | 84.4 | |
| AMNetMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 73.2 | 77.8 | 73.2 | 68.7 | 73.2 | — | |
| SCCANMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 72.3 | 74.1 | 69.1 | 65.6 | 70.3 | 81.8 | |
| MatcherMethod Category=Foundation-based FSS Methods, Shot Count=5-shot2026.04 | 71.4 | 77.5 | 74.1 | 72.8 | 74 | — | |
| HDMNetMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 71.3 | 76.2 | 71.3 | 68.5 | 71.8 | — | |
| BAMMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 70.6 | 75.1 | 70.8 | 67.2 | 70.9 | 82.2 | |
| HSNetMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | — | |
| PFENetMethod Category=Classical FSS Methods, Shot Count=5-shot2026.04 | 63.1 | 70.7 | 55.8 | 57.9 | 61.9 | — |