Image Classification on Caltech101 (accuracy, average accuracy)
97.3AccuracyGalLoP+Ours
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GalLoP+OursShots=42026.05 | 97.3 | — | |
| GalLoPShots=42026.05 | 96.7 | — | |
| PromptSRC+OursShots=42026.05 | 96.6 | — | |
| TCP+OursShots=42026.05 | 96.6 | — | |
| CLIP-LoRA+OursShots=42026.05 | 96.3 | — | |
| TCP*Shots=42026.05 | 96.2 | — | |
| PromptSRCShots=42026.05 | 96.1 | — | |
| MaPLeShots=42026.05 | 96 | — | |
| PLOTShots=42026.05 | 96 | — | |
| CoOpShots=42026.05 | 95.6 | — | |
| ProDAShots=42026.05 | 95.5 | — | |
| CoCoOpShots=42026.05 | 95.2 | — | |
| CLIP-LoRAShots=42026.05 | 95.2 | — | |
| LoCoOpShots=42026.05 | 94.9 | — | |
| TIP-Adapter-F+OursShots=42026.05 | 94.6 | — | |
| AXISArchitecture=ViT-B-322025.08 | 94.47 | — | |
| Co-CoOp2025.09 | 94.43 | — | |
| aTLASArchitecture=ViT-B-322025.08 | 94.18 | — | |
| KgCoOp2025.09 | 93.92 | — | |
| CoOp2025.09 | 93.7 | — | |
| CLIP-SVD2025.09 | 93.68 | — | |
| MaPLe2025.09 | 93.53 | — | |
| TIP-Adapter-FShots=42026.05 | 93.5 | — | |
| PromptSRCSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 93.1 | — | |
| CLIP2025.09 | 92.98 | — | |
| MaPLeSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 92.86 | — | |
| VisPromptNoise Type=Asymmetric Label Noise, Noise Rate=12.5%2026.04 | 92.62 | — | |
| Co-CoOpSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 91.93 | — | |
| ProGrad2025.09 | 91.52 | — | |
| JoAPRNoise Type=Symmetric Label Noise, Noise Rate=50.0%2026.04 | 88.27 | — | |
| SAIL w/ CLIPmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 53.73 | — | |
| FLVMIAmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 53.72 | — | |
| SAIL w/ SigLIPmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 45.59 | — | |
| CSAmode=Zero-shot, setting=Singular positive pair, backbone=DINOv2 and GTE-1.52026.05 | 41.09 | — | |
| GCENoise Type=Asymmetric Label Noise, Noise Rate=avg.2026.04 | — | 83.05 |