5-way 1-shot Classification on ISIC
42.2AccuracyPE-Core-LoRA + VtT
Evaluation results
| Method | Links | |
|---|---|---|
| PE-Core-LoRA + VtTbackbone=ViT/PE-Core2026.03 | 42.2 | |
| PE-Core-LoRAbackbone=ViT/PE-Core2026.03 | 40.89 | |
| CLIP-LoRA-Vision + VtTbackbone=ViT/CLIP2026.03 | 38.2 | |
| CLIP-LoRA-Visionbackbone=ViT/CLIP2026.03 | 36.4 | |
| SigLIP2-LoRA + VtTbackbone=ViT/SigLip22026.03 | 35.34 | |
| Maple + VtTbackbone=ViT/CLIP2026.03 | 34.06 | |
| LDCbackbone=ViT/CLIP2026.03 | 33.72 | |
| LP++backbone=ViT/CLIP2026.03 | 33.63 | |
| SigLIP2-LoRAbackbone=ViT/SigLip22026.03 | 33.47 | |
| Maplebackbone=ViT/CLIP2026.03 | 33.38 | |
| StepSTPbackbone=ViT/CLIP2026.03 | 32.97 | |
| CoOpbackbone=ViT/CLIP2026.03 | 32.86 | |
| Tip-Adapterbackbone=ViT/CLIP2026.03 | 32.68 | |
| AMU-Tuningbackbone=ViT/CLIP2026.03 | 32.29 |