Pascal-Part
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Part Segmentation | Pascal-Part-116 (test) | mIoU (Unseen)31.67 | 18 | |
| Open-Vocabulary Part Segmentation | Pascal-Part-116 zero-shot | mIoU (Seen)57.49 | 13 | |
| Part Segmentation | Pascal-Part-58 | mIoU61 | 8 | |
| One-shot Part Segmentation | PASCAL-Part | mIoU (Animals)37.1 | 6 | |
| Object Segmentation | Pascal-Part (val) | mIoU83.1 | 6 | |
| Part Segmentation | Pascal-Part (val) | mIoU55.92 | 6 | |
| Part Semantic Segmentation | Pascal-Part 108 (test) | Background IoU92.7 | 6 | |
| Part Semantic Segmentation | Pascal-Part-58 (test) | BGR Part IoU92.7 | 6 | |
| Open-Vocabulary Part Segmentation | Pascal-Part-116 (test) | Seen Recall65.47 | 5 | |
| Open-Vocabulary Part Segmentation | Pascal-Part zero-shot 116 | Seen Recall67.15 | 5 | |
| Part-level recognition | PASCAL-Part | Consistency72.6 | 4 | |
| Part Segmentation | Pascal-Part 116 | Seen Boundary IoU36.15 | 4 | |
| Semantic Part Segmentation | Pascal-Part-108 | mIoU48 | 4 | |
| Part Semantic Segmentation | Pascal-Part-108 | mIoU45.8 | 3 | |
| Part-level Referring Expression Segmentation | Pascal-Part (val) | gIoU53.7 | 2 | |
| Zero-shot Part Segmentation | Pascal-Part-116 cross-dataset (trained on ADE20K-Part-234) (test) | mIoU (Pred All)10.37 | 2 | |
| Zero-shot Part Segmentation | Pascal-Part-116 cross-dataset (trained on PartImageNet) (test) | mIoU (Pred-All)14.74 | 2 |
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