Few-shot classification on BSCD-FSL 5-way 5-shot
55.95Accuracy (ISIC, 5-way 5-shot)LoRA-CLIP + Semantic Probe
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LoRA-CLIP + Semantic Probebackbone=ViT/CLIP2026.05 | 55.95 | 25.79 | 93.43 | 96.88 | 68.01 | |
| Maple + Semantic Probebackbone=ViT/CLIP2026.05 | 53.11 | 24.86 | 92.5 | 94.85 | 66.33 | |
| StepSPTMark=TPAMI-25, backbone=ViT/CLIP2026.05 | 52.12 | 26.36 | 89.4 | 96.01 | 65.97 | |
| LoRA-CLIPMark=CVPR-24, backbone=ViT/CLIP2026.05 | 50.68 | 24.44 | 92.63 | 96.2 | 65.99 | |
| LDCMark=CVPR-25, backbone=ViT/CLIP, Data augmentation=true2026.05 | 49.7 | 25.89 | 90.82 | 96.71 | 65.78 | |
| LP++Mark=CVPR-24, backbone=ViT/CLIP, Data augmentation=true2026.05 | 48.49 | 23.89 | 87.48 | 94.47 | 63.58 | |
| Tip-AdapterMark=ECCV-22, backbone=ViT/CLIP, Data augmentation=true2026.05 | 46.96 | 24.07 | 87.24 | 94.19 | 63.12 | |
| MapleMark=CVPR-23, backbone=ViT/CLIP2026.05 | 46.72 | 22.29 | 88.82 | 93.15 | 62.75 | |
| LoRA-CLIPMark=CVPR-24, backbone=RN50/CLIP2026.05 | 46.53 | 23 | 77.26 | 87.42 | 58.55 | |
| Tip-Adapter + Semantic Probebackbone=ViT/CLIP2026.05 | 45.63 | 24.49 | 85.91 | 93.75 | 62.44 | |
| CLIP-Adapter + Semantic Probebackbone=ViT/CLIP2026.05 | 44.91 | 23.73 | 85.37 | 93 | 61.75 | |
| AMU-TuningMark=CVPR-24, backbone=ViT/CLIP, Data augmentation=true2026.05 | 44.6 | 23.34 | 88.47 | 94.26 | 62.66 | |
| Tip-AdapterMark=ECCV-22, backbone=ViT/CLIP2026.05 | 44.12 | 23.82 | 84.48 | 92.63 | 61.26 | |
| CLIP-AdapterMark=IJCV-24, backbone=ViT/CLIP2026.05 | 44.09 | 23.56 | 84.48 | 93.34 | 61.36 | |
| CoOp + Semantic Probebackbone=ViT/CLIP2026.05 | 43.32 | 22.68 | 85.77 | 94.29 | 61.52 | |
| CoOpMark=IJCV-22, backbone=ViT/CLIP2026.05 | 42.56 | 22.22 | 84.62 | 92.81 | 60.55 |