PASCAL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Few-shot Segmentation | PASCAL-5i | mIoU (Fold 0)76.8 | 325 | |
| Few-shot Semantic Segmentation | PASCAL-5^i (test) | FB-IoU86.9 | 177 | |
| Semantic Segmentation | PASCAL-5i | Mean mIoU89.8 | 111 | |
| Semantic Segmentation | PASCAL-5^i (test) | Mean Score69.3 | 107 | |
| Semantic Segmentation | PASCAL 5-shot 5i | Mean mIoU70.8 | 100 | |
| Few-Shot Semantic Segmentation | PASCAL-5i | mIoU82.6 | 96 | |
| Few-shot Segmentation | PASCAL 5i (val) | mIoU (Mean)74.2 | 83 | |
| Concept Attribution | Pascal | F1 (Concept)71 | 80 | |
| Semantic Segmentation | PASCAL-5^i Fold-2 | mIoU71.1 | 75 | |
| Semantic Segmentation | PASCAL-5^i Fold-1 | mIoU76.9 | 75 | |
| Semantic Segmentation | Pascal-5^i | Mean mIoU77.42 | 73 | |
| Few-Shot Segmentation | Pascal-5^i 1-way 1-shot | mIoU69.13 | 71 | |
| Image Captioning Evaluation | Pascal-50S (test) | HC70 | 66 | |
| Few-Shot Semantic Segmentation | Pascal-5i (test) | 5-Shot mIoU71.6 | 65 | |
| Semantic Segmentation | PASCAL-5i (fold0-3) | mIoU (Fold 0)72.9 | 61 | |
| Semantic Segmentation | PASCAL 1-shot 5i | mIoU (fold1)78.3 | 57 | |
| Object Detection | Pascal-5i 2010 (Novel Split 1) | nAP5085.8 | 54 | |
| 1-way Few-shot Semantic Segmentation | PASCAL-5i 1-way | mIoU (fold-1)73.2 | 50 | |
| Few-Shot Semantic Segmentation | PASCAL-5^i | Mean Score82.5 | 46 | |
| Few-Shot Segmentation | Pascal-5i | mIoU (5^0)71.8 | 46 | |
| Semantic Segmentation | PASCAL-5^i (val) | Mean mIoU71.2 | 45 | |
| Few-shot Segmentation | PASCAL-5i 5-shot | mIoU78 | 44 | |
| Few-shot Segmentation | Pascal 5^i (test) | mIoU (S0)73.6 | 42 | |
| Image Captioning Evaluation | Pascal-50S | Mean Score87.8 | 39 | |
| Few-shot Semantic Segmentation | PASCAL-5^i 1-shot | mIoU67.4 | 37 |
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