Image Classification on ImageNet 1k (source)
73.38Top-1 AccCLAP
Evaluation Results
| Method | Links | |
|---|---|---|
| CLAPBackbone=ViT-B/162023.12 | 73.38 | |
| MMRL2025.05 | 72.03 | |
| MMRL++2025.05 | 71.87 | |
| CoOp2022.10 | 71.51 | |
| CoOp2025.05 | 71.51 | |
| PromptSRC2025.05 | 71.27 | |
| Co-CoOp2022.10 | 71.02 | |
| Co-CoOp2025.05 | 71.02 | |
| MMA2025.05 | 71 | |
| TaskRes(e)Backbone=ViT-B/162023.12 | 70.84 | |
| MaPLe2022.10 | 70.72 | |
| MaPLe2025.05 | 70.72 | |
| ZS-LPBackbone=ViT-B/162023.12 | 69.73 | |
| Zero-ShotBackbone=ViT-B/162023.12 | 68.71 | |
| CLIP-AdapterBackbone=ViT-B/162023.12 | 68.46 | |
| CLIP2022.10 | 66.73 | |
| CLIP2025.05 | 66.73 | |
| CLAPBackbone=ResNet-502023.12 | 65.02 | |
| Rand. Init LPBackbone=ViT-B/162023.12 | 62.95 | |
| TIP-Adapter(f)Backbone=ResNet-502023.12 | 62.27 | |
| ZS-LPBackbone=ResNet-502023.12 | 61 | |
| TaskRes(e)Backbone=ResNet-502023.12 | 60.85 | |
| Zero-ShotBackbone=ResNet-502023.12 | 60.35 | |
| CLIP-AdapterBackbone=ResNet-502023.12 | 59.02 | |
| TIP-AdapterBackbone=ResNet-502023.12 | 57.81 | |
| TIP-AdapterBackbone=ViT-B/162023.12 | 53.81 | |
| Rand. Init LPBackbone=ResNet-502023.12 | 52.24 | |
| TIP-Adapter(f)Backbone=ViT-B/162023.12 | 51.71 |