Image Classification on 11-dataset VLM Generalization Suite base-to-novel
81.6Avg Acc2SFS + ADK
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2SFS + ADKBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 81.6 | 74.5 | 81.4 | 44.9 | 83.4 | 78.7 | 90.7 | 96.3 | 87.6 | 96.8 | 76.5 | 85.2 | |
| CLIP-LoRA + ADKBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 80.8 | 74.5 | 81.4 | 43.4 | 80.8 | 77.9 | 89.6 | 95.8 | 85.6 | 96.9 | 74.7 | 84.7 | |
| 2SFSBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 80.4 | 74.2 | 80.8 | 41.3 | 79.5 | 78.8 | 90.5 | 96.2 | 86 | 96.6 | 73.8 | 83 | |
| MMABackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 79.9 | 74 | 80.4 | 38.3 | 83.9 | 75.7 | 90.7 | 96.7 | 85.5 | 96.2 | 73.4 | 82.2 | |
| CLIP-LoRABackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 79.4 | 74 | 80.6 | 39.2 | 75.5 | 77.6 | 89.6 | 95.9 | 83.8 | 96.4 | 72.4 | 83.3 | |
| Rep-Adapter + ADKBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 78.8 | 74 | 80.1 | 38.5 | 79.2 | 75.2 | 89.3 | 94.4 | 83.3 | 96.4 | 72.4 | 81 | |
| MaPLeBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 78.5 | 73.5 | 79.8 | 36.5 | 82.4 | 73.5 | 91.4 | 96.6 | 82.6 | 96 | 68.2 | 80.8 | |
| Rep-AdapterBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 77.4 | 73.6 | 78.7 | 36.1 | 71.7 | 75.4 | 88.9 | 93.8 | 82.8 | 95.6 | 69.7 | 79.2 | |
| KgCoOpBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 77 | 72.8 | 78.4 | 34.8 | 73.5 | 73.4 | 91.1 | 96.2 | 83.7 | 96 | 64.4 | 79.7 | |
| ProGradBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 76.2 | 71.5 | 77.6 | 32.8 | 72.7 | 72.9 | 90 | 96.3 | 82 | 95.9 | 62.5 | 79.4 | |
| CoCoOpBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 75.8 | 73.1 | 78.3 | 27.7 | 71.2 | 72 | 91 | 96.4 | 81.7 | 95.8 | 64.9 | 77.6 | |
| CLIPBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 71.7 | 70.2 | 72.2 | 31.1 | 60 | 68.7 | 90.7 | 94.1 | 74.8 | 95.4 | 56.4 | 73.9 | |
| CoOpBackbone=ViT-B/16, Evaluation Setting=base-to-novel2025.12 | 71.7 | 71.9 | 72.5 | 28.8 | 68.7 | 68.1 | 85.2 | 94.5 | 74.1 | 93.7 | 54.2 | 67.5 |