Image Classification on Average 11 datasets (Novel)
82.7Top-1 Accuracy (Avg)2SFS + ADK
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2SFS + ADKBackbone=ViT-L/142025.12 | 82.7 | — | 77.7 | 83.1 | 51.6 | 75.7 | 84.4 | 95.1 | 98.4 | 85.1 | 98 | 75 | 85.5 | |
| CLIP-LoRA + ADKBackbone=ViT-L/142025.12 | 81.9 | — | 78.1 | 83.5 | 49.8 | 73.7 | 83.1 | 94.7 | 98 | 83.4 | 97.7 | 74.4 | 84.2 | |
| Rep-Adapter + ADKBackbone=ViT-L/142025.12 | 80.4 | — | 77.3 | 81.8 | 45.2 | 74.3 | 81.9 | 94.5 | 97.3 | 81 | 97.1 | 70.9 | 83.5 | |
| CLIPBackbone=ViT-L/142025.12 | 80.1 | — | 74 | 77.7 | 44.2 | 82.9 | 84.7 | 94.8 | 96.5 | 83.1 | 95.4 | 67.9 | 79.7 | |
| CLIP-LoRABackbone=ViT-L/142025.12 | 80 | — | 77.2 | 82.2 | 42.3 | 70.6 | 83.2 | 94.6 | 98.5 | 80.2 | 97.5 | 70.9 | 82.8 | |
| 2SFSBackbone=ViT-L/142025.12 | 79.9 | — | 76.9 | 82.3 | 43.2 | 68.2 | 84.7 | 94.9 | 98.8 | 80.9 | 96.8 | 69.9 | 82.1 | |
| MMABackbone=ViT-L/142025.12 | 79.1 | — | 76.7 | 81.8 | 42.5 | 62.8 | 83.8 | 95.1 | 98.7 | 80.2 | 96 | 70.8 | 81.4 | |
| Rep-AdapterBackbone=ViT-L/142025.12 | 77.8 | — | 76.5 | 79.4 | 40.6 | 63.7 | 80.8 | 94.2 | 98 | 77 | 96.4 | 68.3 | 80.5 | |
| CLIP-SVD2025.09 | 76.29 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCP2025.09 | 75.36 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MaPLe2025.09 | 75.14 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-LoRA2025.09 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GDA2025.09 | 74.53 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP2025.09 | 74.22 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KgCoOp2025.09 | 73.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IVLP2025.09 | 71.79 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoCoOp2025.09 | 71.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProGrad2025.09 | 70.75 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOp2025.09 | 63.22 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MaPLe2023.11 | — | 75.09 | — | — | — | — | — | — | — | — | — | — | — | |
| MaPLe+TPTtest-time prompt tuning=true2023.11 | — | 74.95 | — | — | — | — | — | — | — | — | — | — | — | |
| ProDA2023.11 | — | 72.3 | — | — | — | — | — | — | — | — | — | — | — | |
| PromptAlign2023.11 | — | 75.88 | — | — | — | — | — | — | — | — | — | — | — |