Base-to-novel Classification on Base-to-novel Evaluation Suite ViT-B/32 backbone (Harmonic Mean)
78Average Score2SFS† + ADK
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2SFS† + ADKBackbone=ViT-B/322025.12 | 78 | 70 | 79.8 | 37.4 | 81.7 | 74.5 | 86.3 | 94.3 | 84.6 | 96.1 | 69.9 | 80.4 | |
| CLIP-LoRA† + ADKBackbone=ViT-B/322025.12 | 76.9 | 69.9 | 79.6 | 36 | 78 | 73.5 | 84.6 | 93.1 | 81.5 | 95.7 | 69.6 | 79.8 | |
| 2SFS†Backbone=ViT-B/322025.12 | 76.4 | 69.6 | 79.3 | 34.3 | 76.3 | 74.2 | 85.9 | 93.6 | 81.5 | 95.7 | 65.2 | 79.5 | |
| CLIP-LoRA†Backbone=ViT-B/322025.12 | 75.6 | 69.3 | 79 | 31.7 | 74.2 | 73.4 | 84.8 | 93.7 | 80 | 95.2 | 66 | 78.1 | |
| MMABackbone=ViT-B/322025.12 | 74.7 | 69.7 | 78.4 | 30.2 | 67.1 | 71.4 | 86.4 | 95 | 81.8 | 94.9 | 66.4 | 78.3 | |
| Rep-Adapter† + ADKBackbone=ViT-B/322025.12 | 74.7 | 69.4 | 78.3 | 31.8 | 73.5 | 70.9 | 83.9 | 91.3 | 78 | 95.3 | 65.2 | 78 | |
| Rep-Adapter†Backbone=ViT-B/322025.12 | 73.4 | 68.7 | 77 | 29.1 | 71.6 | 70.2 | 83.4 | 91.1 | 75.6 | 95 | 63 | 75 | |
| CLIPBackbone=ViT-B/322025.12 | 69.4 | 65.7 | 71.4 | 24.6 | 61.6 | 64.9 | 86.1 | 93.7 | 73 | 94 | 56.1 | 71 |