Classification on SUN397 (ACC, NLPD, ECE)
97.3AccuracyDREAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DREAMWay=5, Shot=52026.03 | 97.3 | — | — | |
| CLIPWay=5, Shot=52026.03 | 95.8 | — | — | |
| REPAWay=5, Shot=52026.03 | 88.1 | — | — | |
| FLUIDWay=5, Shot=52026.03 | 73.7 | — | — | |
| MARWay=5, Shot=52026.03 | 73 | — | — | |
| TTABackbone=OpenCLIP ViT-B-32, Mode=Zero-shot, Augmentation=Test-time Augmentation2024.12 | 68.58 | 1.14 | 9.92 | |
| CLIPBackbone=OpenCLIP ViT-B-32, Mode=Zero-shot2024.12 | 67.18 | 1.16 | 8.71 | |
| CLIP (temp. scaling)Backbone=OpenCLIP ViT-B-32, Mode=Zero-shot, Calibration=Temperature Scaling2024.12 | 67.18 | 1.11 | 2.67 | |
| BayesVLMBackbone=OpenCLIP ViT-B-32, Mode=Zero-shot2024.12 | 66.96 | 1.12 | 2.06 |