Classification on IMAGENET-R
87.64AccuracyTTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TTABackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 87.64 | 0.49 | 1.92 | |
| BayesVLMBackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 85.63 | 0.57 | 2.15 | |
| CLIPBackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 85.51 | 0.58 | 2.13 | |
| CLIP (temp. scaling)Backbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 85.51 | 0.59 | 5.21 | |
| TTABackbone=OpenCLIP ViT-B-32, Mode=Zero-shot, Augmentation=Test-time Augmentation2024.12 | 78.29 | 0.9 | 2.88 | |
| CLIPBackbone=OpenCLIP ViT-B-32, Mode=Zero-shot2024.12 | 74.52 | 1.07 | 5.2 | |
| CLIP (temp. scaling)Backbone=OpenCLIP ViT-B-32, Mode=Zero-shot, Calibration=Temperature Scaling2024.12 | 74.52 | 1.04 | 4.8 | |
| BayesVLMBackbone=OpenCLIP ViT-B-32, Mode=Zero-shot2024.12 | 74.45 | 1.03 | 1.78 |