Image Classification on ImageNet distribution shift 1k A K R V (val test)
65.55Top-1 Acc (ImageNet)FCL (Ours)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FCL (Ours)Backbone=CLIP-ViT-B/322026.02 | 65.55 | 42.66 | 43.49 | 71.4 | 59.01 | 56.42 | 54.14 | |
| ZEROBackbone=CLIP-ViT-B/322026.02 | 65.29 | 40.48 | 43.65 | 70.76 | 58.91 | 55.82 | 53.45 | |
| MTABackbone=CLIP-ViT-B/322026.02 | 65.02 | 38.03 | 43.45 | 70.37 | 58.21 | 55.02 | 52.52 | |
| TTLBackbone=CLIP-ViT-B/322026.02 | 64.99 | 39.65 | 43.84 | 71.16 | 58.91 | 55.71 | 53.39 | |
| TPSBackbone=CLIP-ViT-B/322026.02 | 64.77 | 38.61 | 43.14 | 70.21 | 57.75 | 54.9 | 52.43 | |
| R-TPTBackbone=CLIP-ViT-B/322026.02 | 64.25 | 36.61 | 41.6 | 69.94 | 57.96 | 54.07 | 51.53 | |
| C-TPTBackbone=CLIP-ViT-B/322026.02 | 63.85 | 32.43 | 42.18 | 68.45 | 56.42 | 52.67 | 49.87 | |
| RLCFBackbone=CLIP-ViT-B/322026.02 | 63.64 | 37.49 | 42.75 | 70.45 | 57.38 | 54.34 | 52.02 | |
| TPTBackbone=CLIP-ViT-B/322026.02 | 63.47 | 34.68 | 41.67 | 69.01 | 56.85 | 53.14 | 50.55 | |
| CLIPBackbone=CLIP-ViT-B/322026.02 | 62.04 | 29.53 | 40.84 | 66.23 | 54.77 | 50.68 | 47.84 |