Classification on FLOWERS-102 (ACC, NLPD, ECE)
72.42AccuracyBayesVLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BayesVLMBackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 72.42 | 1.62 | 4.66 | |
| CLIPBackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 72.04 | 1.75 | 9.47 | |
| CLIP (temp. scaling)Backbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 72.04 | 1.51 | 4.9 | |
| TTABackbone=OpenCLIP ViT-L-14, Zero-shot=true2024.12 | 71.85 | 1.74 | 11.96 | |
| CLIPBackbone=OpenCLIP ViT-B-32, Mode=Zero-shot2024.12 | 68.99 | 1.9 | 6.59 | |
| CLIP (temp. scaling)Backbone=OpenCLIP ViT-B-32, Mode=Zero-shot, Calibration=Temperature Scaling2024.12 | 68.99 | 1.67 | 5.51 | |
| TTABackbone=OpenCLIP ViT-B-32, Mode=Zero-shot, Augmentation=Test-time Augmentation2024.12 | 68.87 | 1.86 | 9.63 | |
| BayesVLMBackbone=OpenCLIP ViT-B-32, Mode=Zero-shot2024.12 | 68.87 | 1.73 | 4.22 |