| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Few-Shot Semantic Segmentation | FSS-1000 | mIoU90.8 | 64 | |
| Few-shot Segmentation | FSS-1000 1.0 (test) | mIoU90.6 | 20 | |
| Few-shot Segmentation | FSS-1000 (val) | mIoU91.7 | 18 | |
| Semantic Segmentation | FSS-1000 | mIoU87.8 | 12 | |
| Semantic Segmentation | FSS-1000 1-shot | mIoU90.1 | 10 | |
| Semantic Segmentation | FSS-1000 (test) | mIoU (one-shot)90.8 | 7 | |
| Semantic Segmentation | FSS-1000 5-shot | mIoU90.4 | 7 | |
| Few-Shot Segmentation | FSS Bounding-box level | S^073.1 | 6 | |
| Retriever-Generator Attribution Agreement | FSS | WARG-0.9165 | 4 | |
| Few-shot Segmentation | FSS-1000 486 (unseen classes) | Foreground IoU81.4 | 4 | |
| Object elimination | FSS-1000 (test) | Superior Rate12.93 | 3 | |
| Few-Shot Segmentation | FSS-1000 1-shot | ROM15 | 2 |