| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | ILSVRC 2012 (val) | Top-1 Accuracy84.5 | 156 | |
| Image Classification | ILSVRC 2012 (test) | Top-1 Acc88.4 | 117 | |
| Adversarial Attack | ILSVRC 2012 (val) | Median L2 Distance2.158 | 112 | |
| Adversarial Attack | ILSVRC 2012 | Median L2 Distance2.51 | 96 | |
| Object Detection | ILSVRC weakly labeled categories 2013 (val2) | mAP29.46 | 52 | |
| Object Localisation | ILSVRC (val) | Top-1 Error34.83 | 44 | |
| Image Classification | ILSVRC 2015 (val) | Top-1 Acc (C_large)76.71 | 33 | |
| Image Classification | ILSVRC-12 | Top-1 Acc22.8 | 31 | |
| Image Classification | ILSVRC (val) | Top-1 Error15.47 | 30 | |
| Linear Probing | ILSVRC 12 | c122.8 | 20 | |
| Object Detection | ILSVRC Subset D All 2013 (val) | mAP (avg)30.82 | 16 | |
| Object Detection | ILSVRC Subset B Fully labeled 2013 (val 2) | mAP (avg)32.17 | 16 | |
| Object Detection | ILSVRC 2013 (val) | mAP16.3 | 16 | |
| Weakly Supervised Object Localization | ILSVRC (test) | Top-1 Loc Acc59.1 | 14 | |
| Saliency Map Faithfulness Evaluation | ILSVRC 2012 (val) | Deletion Score0.1336 | 10 | |
| Zero-shot Learning | ILSVRC 2010 (test) | Hit Rate@560.7 | 10 | |
| Object Localization | ILSVRC 2012 (val) | Localization Error (GT-known)37.04 | 10 | |
| Image Classification | ILSVRC (test) | Top-1 Accuracy77.4 | 9 | |
| Image Colorization | ILSVRC 1000 2012 (val) | PSNR37.7 | 9 | |
| Image Classification | ILSVRC 2012 (test) | Clean Accuracy78.58 | 8 | |
| Saliency Map Localization | ILSVRC 2012 (val) | Proportion63.7 | 8 | |
| Weakly-supervised Localization | ILSVRC 2015 (val) | Top-1 Error56.51 | 8 | |
| Object Localisation | ILSVRC (test) | Top-5 Error9 | 8 | |
| Targeted Adversarial Attack | ILSVRC 2012 | Median Noise Magnitude152.296 | 7 | |
| Image Classification | ILSVRC12 first 50 classes 1.0 (val) | Top-1 Acc75.5 | 7 |