Pascal Context
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | PASCAL Context (val) | mIoU79.03 | 360 | |
| Semantic Segmentation | Pascal Context (test) | mIoU63.1 | 223 | |
| Semantic Segmentation | Pascal Context | mIoU83.43 | 217 | |
| Semantic Segmentation | Pascal Context 59 | mIoU66.55 | 204 | |
| Semantic Segmentation | Pascal Context 60 | mIoU4,630 | 139 | |
| Semantic Segmentation | PASCAL-Context 59 class (val) | mIoU64.7 | 125 | |
| Open Vocabulary Semantic Segmentation | Pascal Context PC-59 | mIoU68.68 | 99 | |
| Semantic Segmentation | Pascal Context 459 | mIoU42.4 | 82 | |
| Semantic Segmentation | PASCAL Context 59 | mIoU63.6 | 79 | |
| Multi-Task Learning | PASCAL Context | mIoU (Semantic Segmentation)77.12 | 75 | |
| Semantic Segmentation | PASCAL-Context 59 classes (test) | mIoU62.3 | 75 | |
| Multi-Task Adaptation | PASCAL-Context (test) | Seg Acc78.41 | 70 | |
| Open Vocabulary Semantic Segmentation | PASCAL Context Context60 with background | mIoU40.1 | 69 | |
| Semantic Segmentation | PASCAL-Context PC-459 | mIoU24.5 | 69 | |
| Open Vocabulary Semantic Segmentation | PASCAL Context 59 without background | mIoU44.3 | 67 | |
| Semantic Segmentation | PASCAL Context P-459 (val) | mIoU24.9 | 60 | |
| Saliency Detection | PASCAL-Context (test) | maxF85.78 | 57 | |
| Semantic Segmentation | PASCAL-Context 60 classes (test) | mIoU55.5 | 54 | |
| Semantic Segmentation | PASCAL Context | mIoU83.43 | 53 | |
| Surface Normal Estimation | PASCAL-Context (test) | mErr13.44 | 50 | |
| Open-Vocabulary Semantic Segmentation | PASCAL Context 59 (val) | mIoU65.7 | 49 | |
| Surface Normal Estimation | PASCAL Context | Mean Error (MAE)13.38 | 45 | |
| Saliency Detection | PASCAL Context | maxF Score86.11 | 45 | |
| Semantic Segmentation | Pascal Context 60 with background | mIoU50.5 | 43 | |
| Semantic Segmentation | Pascal Context 459 classes (val) | mIoU21.6 | 42 |
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