Image Classification on ImageNet 1k A V2 R Sketch (test)
73.99Top-1 Acc (ImageNet)MTA + CoOp
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MTA + CoOptraining-free at test-time=true, backbone=CoOp pretrained2024.05 | 73.99 | 59.29 | 66.97 | 78.2 | 49.96 | 65.68 | |
| TPT + CoOptraining-free at test-time=false, backbone=CoOp pretrained2024.05 | 73.61 | 57.85 | 66.69 | 77.99 | 49.59 | 65.14 | |
| CoOptraining-free at test-time=false, prompt=16-shot ImageNet pretrained2024.05 | 71.51 | 49.71 | 64.2 | 75.21 | 47.99 | 61.72 | |
| MTA + Ensembletraining-free at test-time=true, ensemble=true2024.05 | 70.08 | 58.06 | 64.24 | 78.33 | 49.61 | 64.06 | |
| MTAtraining-free at test-time=true2024.05 | 69.29 | 57.41 | 63.61 | 76.92 | 48.58 | 63.16 | |
| TPTtraining-free at test-time=false2024.05 | 68.94 | 54.63 | 63.41 | 77.04 | 47.97 | 62.4 | |
| CLIP + Ensembletraining-free at test-time=true, prompt=80 handcrafted prompts, ensemble=true2024.05 | 68.38 | 49.95 | 62.1 | 77.38 | 47.96 | 61.15 | |
| CLIPtraining-free at test-time=true, prompt=a photo of a [class]2024.05 | 66.73 | 47.87 | 60.86 | 73.98 | 46.06 | 59.11 |