| Paper | Code | Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| Conformal Prediction for Zero-Shot Models | ✓ Link | 65.4 | Conf-OT (CLIP ViT-B/16) | 2025-05-30 |
| Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM | 62.93 | FreeTTA (CLIP ViT-B/16) | 2025-07-09 | |
| Efficient Test-Time Adaptation of Vision-Language Models | ✓ Link | 58.0 | TDA (ViT-B/16) | 2024-03-27 |
| Hierarchical Knowledge Prompt Tuning for Multi-task Test-Time Adaptation | 56.7 | HKPT | 2025-06-11 | |
| On the Test-Time Zero-Shot Generalization of Vision-Language Models: Do We Really Need Prompt Learning? | ✓ Link | 45.36 | MTA + E. | 2024-05-03 |
| O-TPT: Orthogonality Constraints for Calibrating Test-time Prompt Tuning in Vision-Language Models | ✓ Link | 42.84 | O-TPT | 2025-03-15 |