PASCALVOC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Keypoint Matching | PASCALVOC with Berkeley keypoint annotations (test) | Hits@1 (Aero)81.3 | 61 | |
| Node Classification | PascalVOC-SP LRGB (test) | F1 Score49.12 | 60 | |
| Segmentation | PascalVOC Single-Class 2012 (val) | Accuracy88.5 | 23 | |
| Class Retrieval | PascalVOC | Top-1 Accuracy93.5 | 23 | |
| Object Localization | PascalVOC | soft-IoU17.7 | 22 | |
| Semantic Segmentation | PascalVOC | mIoU94.5 | 20 | |
| Node classification | PascalVOC-SP (test) | F1 Score43.32 | 18 | |
| Node Classification | PascalVOC-SP LRGB | F1 Score37.48 | 17 | |
| Semantic Segmentation | PascalVOC 12 (val) | mIoU Overall62.09 | 15 | |
| Object Detection | PascalVOC lowlight (SimLL) (test) | mAP@500.709 | 10 | |
| Object Detection | PascalVOC Clean (test) | mAP@5076.3 | 10 | |
| Object Detection | PascalVOC (full) | VOC mAP72.3 | 9 | |
| Superpixel classification | PascalVOC-SP LRGB (test) | F1 Score46.04 | 9 | |
| Node Classification | PascalVOC-SP | F1 Score41.91 | 7 | |
| Object Detection | PascalVOC SimFoggy (test) | mAP@5075.1 | 7 | |
| Graph Reconstruction | PascalVOC-SP | Edge F1 Score55 | 6 | |
| Superpixel Graph Classification | PASCALVOC-SP Long-Range Graph Benchmark (test) | F1 Score45.88 | 6 | |
| Link Reconstruction Attack | PascalVOC SP | AFR55 | 5 | |
| Local Colourisation | PascalVOC 2012 | FID95.64 | 5 | |
| Generalized Zero-Shot Semantic Segmentation | PascalVOC 12 (test) | Specificity (S)74.7 | 5 | |
| Global Colourisation | PascalVOC 2012 | FID75.27 | 4 | |
| Image Retrieval | PascalVOC 2012 (test) | mAP79 | 4 | |
| Image Retrieval | PascalVOC 2012 | mAP- | 0 |
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