Fine-grained Classification Suite (FLWR, DTD, PETS, CARS, UCF, CAL, FOOD, SUN, AIR, ESAT) (test)
70.82Accuracy (FLWR)ZERO
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ZEROBackbone=CLIP-ViT-B-16, Pre-training=LAION-2B2024.05 | 70.82 | 55.2 | 89.77 | 91.95 | 67.23 | 96.13 | 83.65 | 71.21 | 28.25 | 45.01 | 69.92 | 71.02 | |
| Zero-ShotBackbone=CLIP-ViT-B-16, Pre-training=LAION-2B2024.05 | 69.71 | 54.43 | 89.37 | 89.94 | 64.02 | 95.82 | 81.38 | 70.6 | 26.04 | 47.05 | 68.84 | 70.16 | |
| TPTBackbone=CLIP-ViT-B-16, Pre-training=LAION-2B2024.05 | 69.47 | 54.53 | 89 | 90.72 | 66.68 | 96.16 | 81.76 | 71.34 | 26.73 | 48.81 | 69.52 | 70.41 | |
| EnsembleBackbone=CLIP-ViT-B-16, Pre-training=LAION-2B2024.05 | 68.7 | 54.55 | 87.76 | 89.98 | 67.64 | 96.51 | 81.64 | 70.62 | 25.68 | 49.64 | 69.27 | 69.66 | |
| ZERO+EnsembleBackbone=CLIP-ViT-B-16, Pre-training=LAION-2B2024.05 | 68.01 | 55.95 | 87.67 | 91.87 | 69.11 | 96.54 | 83.83 | 71.09 | 28.1 | 47.1 | 69.93 | 70.1 |