5-way 5-shot Classification on ISIC
60.03AccuracyPE-Core-LoRA + VtT
Evaluation results
| Method | Links | |
|---|---|---|
| PE-Core-LoRA + VtTbackbone=ViT/PE-Core2026.03 | 60.03 | |
| PE-Core-LoRAbackbone=ViT/PE-Core2026.03 | 58.81 | |
| CLIP-LoRA-Vision + VtTbackbone=ViT/CLIP2026.03 | 56.2 | |
| SigLIP2-LoRA + VtTbackbone=ViT/SigLip22026.03 | 55.11 | |
| CLIP-LoRA-Visionbackbone=ViT/CLIP2026.03 | 52.22 | |
| StepSTPbackbone=ViT/CLIP2026.03 | 52.12 | |
| SigLIP2-LoRAbackbone=ViT/SigLip22026.03 | 51.79 | |
| Maple + VtTbackbone=ViT/CLIP2026.03 | 49.81 | |
| LDCbackbone=ViT/CLIP2026.03 | 49.7 | |
| LP++backbone=ViT/CLIP2026.03 | 48.49 | |
| Maplebackbone=ViT/CLIP2026.03 | 48.35 | |
| Tip-Adapterbackbone=ViT/CLIP2026.03 | 46.96 | |
| CoOpbackbone=ViT/CLIP2026.03 | 45.78 | |
| AMU-Tuningbackbone=ViT/CLIP2026.03 | 44.6 |