OpenImages
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object Recognition | OpenImages v7 (val) | Recall66.3 | 21 | |
| Multi-label Classification | OpenImages V3 (test) | mAP (G1)79.6 | 17 | |
| Class Retrieval | OpenImages V7 | Accuracy51.2 | 12 | |
| Object Removal | OpenImages V7 2020 (test) | BG Similarity74.6 | 11 | |
| Point Prediction | OpenImages V7 | p-mIoU55.2 | 11 | |
| Text-guided object inpainting | OpenImages | Local FID7.82 | 10 | |
| Multi-object discovery | OpenImages Op50K (train) | Detection Rate16.2 | 10 | |
| Object Removal | OpenImages V7 (test) | BG Similarity74.6 | 9 | |
| Multi-label Classification | OpenImages V6 (val) | mAP (C)86.72 | 9 | |
| Instance Segmentation | OpenImages (val) | Mask mAP52.8 | 7 | |
| Object Localization | OpenImages30K (test) | PxAP63.7 | 7 | |
| Object Elimination | OpenImages V5 (test) | PIDS (%)25.25 | 6 | |
| Erase Inpainting | OpenImages V5 (test) | FID3.805 | 6 | |
| Multi-object discovery | OpenImages Op50K | AP506.46 | 6 | |
| Single-object discovery | OpenImages Op50K | CorLoc49.5 | 6 | |
| Multi-object discovery | OpenImages Op1.7M (train) | DetRate16 | 6 | |
| Weakly-supervised object localization | OpenImages v5 (test) | PxAP67.8 | 6 | |
| Object Resizing | OpenImages real images v6 (test) | Scale Error0.5947 | 5 | |
| Object Rotation | OpenImages real images V6 (test) | Rotation Error17.74 | 5 | |
| Object Translation | OpenImages real images v6 (test) | Trans. Dist.0.1992 | 5 | |
| Self-consistency | OpenImages | Accuracy73.6 | 5 | |
| Object Detection | OpenImages | AP57.7 | 5 | |
| Multi-object discovery | OpenImages (Op1.7M) | AP506.28 | 5 | |
| Single-object discovery | OpenImages Op1.7M | CorLoc49.4 | 5 | |
| Multi-label classification | OpenImages V3 | Performance Group 173.19 | 5 |
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