Image Classification on 11 Base Image Recognition Datasets
89.2Average AccuracyCLIP-LoRA + ADK
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIP-LoRA + ADKBackbone=ViT-L/142025.12 | 89.2 | 83.2 | 85.7 | 60.9 | 97.1 | 88.3 | 93.5 | 96.3 | 99.4 | 99.1 | 87.7 | 90.2 | — | |
| CLIP-LoRABackbone=ViT-L/142025.12 | 88.9 | 82.6 | 85.4 | 60.3 | 97.2 | 87.8 | 93.3 | 96.1 | 99.4 | 99.1 | 86.7 | 89.6 | — | |
| 2SFS + ADKBackbone=ViT-L/142025.12 | 88.9 | 83.2 | 85.7 | 59.3 | 96.9 | 87.5 | 93.9 | 96.1 | 99.5 | 98.9 | 86.9 | 90 | — | |
| 2SFSBackbone=ViT-L/142025.12 | 88.7 | 82.9 | 85.3 | 59 | 96.9 | 87.4 | 93.8 | 96 | 99.4 | 98.9 | 86.1 | 90 | — | |
| Rep-Adapter + ADKBackbone=ViT-L/142025.12 | 87.6 | 82.7 | 84.6 | 55.3 | 95.7 | 86.3 | 92.5 | 95 | 99.6 | 99.1 | 84.1 | 88.7 | — | |
| Rep-AdapterBackbone=ViT-L/142025.12 | 87.1 | 82.1 | 83.8 | 54.2 | 95.6 | 86.1 | 91.9 | 94.4 | 99.3 | 98.9 | 84.2 | 87.6 | — | |
| MMABackbone=ViT-L/142025.12 | 85.7 | 83.2 | 85 | 50 | 77.3 | 85.3 | 94.2 | 96.2 | 99 | 98.6 | 85.2 | 88.6 | — | |
| 2SFS2024.10 | 85.55 | 77.71 | 82.59 | 47.48 | — | 82.5 | 89.11 | 95.32 | 98.29 | 98.71 | 84.6 | 87.85 | 96.91 | |
| LPT2024.10 | 85.1 | 78.53 | 82.83 | 47.2 | — | 80.1 | 90.73 | 95.6 | 97.47 | 98.73 | 81.4 | 87.73 | 95.8 | |
| CLIP-SVD2025.09 | 84.38 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PromptSRC2024.10 | 84.26 | 77.6 | 82.67 | 42.73 | — | 78.27 | 90.67 | 95.33 | 98.07 | 98.1 | 83.37 | 87.1 | 92.9 | |
| IVLP2025.09 | 84.21 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCP2025.09 | 84.13 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCP2024.10 | 84.13 | 77.27 | 82.63 | 41.97 | — | 80.8 | 90.57 | 94.67 | 97.73 | 98.23 | 82.77 | 87.13 | 91.63 | |
| CLIP-LoRA2025.09 | 84.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GDA2025.09 | 83.96 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dept2024.10 | 83.62 | 77.03 | 82.33 | 43.2 | — | 79.13 | 90.5 | 94.33 | 98 | 98.3 | 82.2 | 85.8 | 89.03 | |
| MMA2024.10 | 83.2 | 77.31 | 82.27 | 40.57 | — | 78.5 | 90.13 | 95.4 | 97.77 | 98.4 | 83.2 | 86.23 | 85.46 | |
| LASP2024.10 | 82.7 | 76.2 | 80.7 | 34.53 | — | 75.17 | 91.2 | 95.9 | 97 | 98.1 | 81.4 | 84.77 | 94.6 | |
| CoOp2025.09 | 82.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOp2024.10 | 82.69 | 76.47 | 80.6 | 40.44 | — | 78.12 | 88.33 | 93.67 | 97.6 | 98 | 79.44 | 84.69 | 92.19 | |
| ProGrad2025.09 | 82.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MaPLe2025.09 | 82.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MaPLe2024.10 | 82.28 | 76.66 | 80.82 | 37.44 | — | 72.94 | 90.71 | 95.43 | 95.92 | 97.74 | 80.36 | 83 | 94.07 | |
| KgCoOp2025.09 | 80.73 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoCoOp2025.09 | 80.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoCoOp2024.10 | 80.47 | 75.98 | 79.74 | 33.41 | — | 70.49 | 90.7 | 95.2 | 94.87 | 97.96 | 77.01 | 82.33 | 87.49 | |
| CLIPBackbone=ViT-L/142025.12 | 76.2 | 79.2 | 73.2 | 37.5 | 70.9 | 74.6 | 93.8 | 93.8 | 80.3 | 95.6 | 59.1 | 79.9 | — | |
| CLIP2025.09 | 69.34 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP2024.10 | 69.34 | 72.43 | 69.36 | 27.19 | — | 63.37 | 90.1 | 91.17 | 72.08 | 96.84 | 53.24 | 70.53 | 56.48 |