| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Scene Classification | Places 205 categories (test) | Top-1 Acc50.1 | 150 | |
| Out-of-Distribution Detection | Places | FPR959.59 | 142 | |
| Image Classification | Places-LT (test) | Accuracy (Medium)53.1 | 128 | |
| Scene Classification | Places-205 (val) | Top-1 Acc56.7 | 97 | |
| OOD detection | Places (OOD) | AUROC97.31 | 93 | |
| Image Classification | Places | Top-1 Accuracy48.6 | 72 | |
| Long-tailed recognition | Places-LT (test) | Accuracy (Overall)49.5 | 71 | |
| Long-tailed Image Classification | Places-LT 1.0 (Backward-LT) | Top-1 Accuracy43 | 70 | |
| Long-tailed Image Classification | Places Forward-LT 1.0 | Top-1 Accuracy46.4 | 70 | |
| Image Inpainting | Places2 (test) | PSNR30.85 | 68 | |
| Image Classification | Places205 (val) | Top-1 Accuracy64.35 | 68 | |
| Few-shot classification | Places | Accuracy84.41 | 67 | |
| Image Classification | Places365 | Top-1 Accuracy61.2 | 67 | |
| Long-tailed Image Classification | Places-LT (test) | Accuracy52.4 | 61 | |
| Image Classification | Places205 | Top-1 Accuracy71.7 | 55 | |
| Image Classification | Places (val) | Acc@144.6 | 55 | |
| Image Classification | Places-365 (val) | Accuracy61.5 | 43 | |
| Image Classification | Places 205-way (test) | Top-1 Accuracy62.7 | 38 | |
| Far OOD Detection | Places | AUROC97.1 | 32 | |
| 5-way classification | Places (test) | Accuracy89.8 | 29 | |
| OOD Detection | Places365 OOD (test) | AUROC94.44 | 29 | |
| Out-of-distribution image detection | Places365 (test) | FPR9528.2 | 26 | |
| Scene Classification | Places365 (val) | Top-1 Accuracy60.14 | 25 | |
| Classification | Place365 | Accuracy41.55 | 23 | |
| Out-of-Distribution Detection | Places365 | AUROC92.3 | 21 |