Image Classification on Average (15 datasets)
91AccuracyLaCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 91 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 89.8 | |
| LaCLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 89.4 | |
| CLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 88.5 | |
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 85.8 | |
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.05 | 85 | |
| LaSLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 84.5 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.05 | 84 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 83.3 | |
| SLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 82.1 | |
| PromptSRCPrompt Type=Deep, Depth=9, Modalities=Text + Vision2026.07 | 76.94 | |
| SCPTPrompt Type=Shallow, Depth=1, Modalities=Text-only2026.07 | 76.7 | |
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.05 | 75 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.05 | 73.1 | |
| MaPLePrompt Type=Deep, Depth=9, Modalities=Text + Vision2026.07 | 62.79 | |
| OursEnsemble=5 trees2026.04 | 46.19 | |
| Ours2026.04 | 44.59 | |
| AoS2026.04 | 44.15 | |
| TeCoA2026.04 | 39.07 | |
| PMG-FT2026.04 | 35.89 | |
| FARE2026.04 | 28.58 | |
| CLIP2026.04 | 0 |