Few-shot image classification on all-to-all setting
84AccuracyCLIP-LoRA + ADK
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP-LoRA + ADKNumber of Shots (K)=16, Backbone=ViT-B/162025.12 | 84 | |
| CLIP-LoRANumber of Shots (K)=16, Backbone=ViT-B/162025.12 | 83.5 | |
| 2SFS + ADKNumber of Shots (K)=16, Backbone=ViT-B/162025.12 | 83.5 | |
| 2SFSNumber of Shots (K)=16, Backbone=ViT-B/162025.12 | 83.1 | |
| CLIP-LoRA + ADKNumber of Shots (K)=8, Backbone=ViT-B/162025.12 | 81.8 | |
| Rep-Adapter + ADKNumber of Shots (K)=16, Backbone=ViT-B/162025.12 | 81.7 | |
| CLIP-LoRANumber of Shots (K)=8, Backbone=ViT-B/162025.12 | 81.3 | |
| Rep-AdapterNumber of Shots (K)=16, Backbone=ViT-B/162025.12 | 81.2 | |
| 2SFS + ADKNumber of Shots (K)=8, Backbone=ViT-B/162025.12 | 81.2 | |
| 2SFSNumber of Shots (K)=8, Backbone=ViT-B/162025.12 | 80.6 | |
| CLIP-LoRA + ADKNumber of Shots (K)=4, Backbone=ViT-B/162025.12 | 79.4 | |
| Rep-Adapter + ADKNumber of Shots (K)=8, Backbone=ViT-B/162025.12 | 79.2 | |
| 2SFS + ADKNumber of Shots (K)=4, Backbone=ViT-B/162025.12 | 79 | |
| Rep-AdapterNumber of Shots (K)=8, Backbone=ViT-B/162025.12 | 78.8 | |
| CLIP-LoRANumber of Shots (K)=4, Backbone=ViT-B/162025.12 | 78.7 | |
| 2SFSNumber of Shots (K)=4, Backbone=ViT-B/162025.12 | 78.1 | |
| Rep-Adapter + ADKNumber of Shots (K)=4, Backbone=ViT-B/162025.12 | 77 | |
| CLIP-LoRA + ADKNumber of Shots (K)=2, Backbone=ViT-B/162025.12 | 76.9 | |
| Rep-AdapterNumber of Shots (K)=4, Backbone=ViT-B/162025.12 | 76.5 | |
| 2SFS + ADKNumber of Shots (K)=2, Backbone=ViT-B/162025.12 | 76.3 | |
| CLIP-LoRANumber of Shots (K)=2, Backbone=ViT-B/162025.12 | 76 | |
| 2SFSNumber of Shots (K)=2, Backbone=ViT-B/162025.12 | 75.2 | |
| Rep-Adapter + ADKNumber of Shots (K)=2, Backbone=ViT-B/162025.12 | 74.7 | |
| Rep-AdapterNumber of Shots (K)=2, Backbone=ViT-B/162025.12 | 74 | |
| CLIP-LoRA + ADKNumber of Shots (K)=1, Backbone=ViT-B/162025.12 | 73.9 | |
| 2SFS + ADKNumber of Shots (K)=1, Backbone=ViT-B/162025.12 | 73.9 | |
| Rep-Adapter + ADKNumber of Shots (K)=1, Backbone=ViT-B/162025.12 | 72.6 | |
| CLIP-LoRANumber of Shots (K)=1, Backbone=ViT-B/162025.12 | 72.3 | |
| 2SFSNumber of Shots (K)=1, Backbone=ViT-B/162025.12 | 72.1 | |
| Rep-AdapterNumber of Shots (K)=1, Backbone=ViT-B/162025.12 | 71.5 | |
| CLIPBackbone=ViT-B/162025.12 | 65.1 |