Image Classification on ImageNet-1K 8-shot (test)
78.6AccuracyMMA
Evaluation results
| Method | Links | |
|---|---|---|
| MMABackbone=ViT-L/142025.03 | 78.6 | |
| 2SFSBackbone=ViT-L/142025.03 | 78.6 | |
| CLIP-LoRABackbone=ViT-L/142025.03 | 78.5 | |
| LP++Backbone=ViT-L/142025.03 | 78.4 | |
| MaPLeBackbone=ViT-L/142025.03 | 78 | |
| TaskResBackbone=ViT-L/142025.03 | 77.9 | |
| TIP-Adapter-FBackbone=ViT-L/142025.03 | 77.8 | |
| PLOT++Backbone=ViT-L/142025.03 | 77.8 | |
| ProGradBackbone=ViT-L/142025.03 | 77.7 | |
| CoCoOpBackbone=ViT-L/142025.03 | 77.4 | |
| CoOpBackbone=ViT-L/14, context_length=162025.03 | 76.8 | |
| KgCoOpBackbone=ViT-L/142025.03 | 76.7 | |
| CLIP-AdapterBackbone=ViT-L/142025.03 | 75.7 | |
| Zero-ShotBackbone=ViT-L/142025.03 | 72.9 | |
| 2SFSBackbone=ViT-B/162025.03 | 72.5 | |
| TaskResBackbone=ViT-B/162025.03 | 72.3 | |
| CLIP-LoRABackbone=ViT-B/162025.03 | 72.3 | |
| LP++Backbone=ViT-B/162025.03 | 72.1 | |
| MMABackbone=ViT-B/162025.03 | 71.9 | |
| TIP-Adapter-FBackbone=ViT-B/162025.03 | 71.7 | |
| PLOT++Backbone=ViT-B/162025.03 | 71.3 | |
| MaPLeBackbone=ViT-B/162025.03 | 71.3 | |
| ProGradBackbone=ViT-B/162025.03 | 71.3 | |
| CoCoOpBackbone=ViT-B/162025.03 | 70.8 | |
| CoOpBackbone=ViT-B/16, context_length=162025.03 | 70.6 | |
| KgCoOpBackbone=ViT-B/162025.03 | 70.2 | |
| CLIP-AdapterBackbone=ViT-B/162025.03 | 69.1 | |
| AMU-TuningBackbone=RN502024.04 | 68.25 | |
| TaskResBackbone=ViT-B/322025.03 | 67.4 | |
| CLIP-LoRABackbone=ViT-B/322025.03 | 67.2 | |
| 2SFSBackbone=ViT-B/322025.03 | 67.2 | |
| LP++Backbone=ViT-B/322025.03 | 67.1 | |
| CaFoBackbone=RN502024.04 | 66.86 | |
| TIP-Adapter-FBackbone=ViT-B/322025.03 | 66.8 | |
| Zero-ShotBackbone=ViT-B/162025.03 | 66.7 | |
| MMABackbone=ViT-B/322025.03 | 66.7 | |
| MaPLeBackbone=ViT-B/322025.03 | 66.3 | |
| CaFo*Backbone=RN50, DALL-E and GPT-3=excluded2024.04 | 66.25 | |
| PLOT++Backbone=ViT-B/322025.03 | 66.2 | |
| ProGradBackbone=ViT-B/322025.03 | 66.1 | |
| CoCoOpBackbone=ViT-B/322025.03 | 65.8 | |
| CoOpBackbone=ViT-B/32, context_length=162025.03 | 65.5 | |
| KgCoOpBackbone=ViT-B/322025.03 | 65.1 | |
| CLIP-AdapterBackbone=ViT-B/322025.03 | 64.2 | |
| Tip-Adapter-FBackbone=RN502024.04 | 64 | |
| VT-CLIPBackbone=RN502024.04 | 62.81 | |
| CLIP-AdapterBackbone=RN502024.04 | 62.68 | |
| Zero-ShotBackbone=ViT-B/322025.03 | 61.9 | |
| CoOpBackbone=RN502024.04 | 61.56 | |
| LP-CLIPBackbone=RN502024.04 | 49.52 |