5-way 1-shot Classification on ChestX
23.04Accuracy (%)PE-Core-LoRA + VtT
Evaluation Results
| Method | Links | |
|---|---|---|
| PE-Core-LoRA + VtTbackbone=ViT/PE-Core2026.03 | 23.04 | |
| StepSTPbackbone=ViT/CLIP2026.03 | 22.84 | |
| CLIP-LoRA-Vision + VtTbackbone=ViT/CLIP2026.03 | 22.7 | |
| Tip-Adapterbackbone=ViT/CLIP2026.03 | 22.24 | |
| LDCbackbone=ViT/CLIP2026.03 | 22.12 | |
| PE-Core-LoRAbackbone=ViT/PE-Core2026.03 | 22.02 | |
| SigLIP2-LoRA + VtTbackbone=ViT/SigLip22026.03 | 22 | |
| CLIP-LoRA-Visionbackbone=ViT/CLIP2026.03 | 21.86 | |
| LP++backbone=ViT/CLIP2026.03 | 21.72 | |
| CoOpbackbone=ViT/CLIP2026.03 | 21.65 | |
| Maple + VtTbackbone=ViT/CLIP2026.03 | 21.64 | |
| AMU-Tuningbackbone=ViT/CLIP2026.03 | 21.56 | |
| SigLIP2-LoRAbackbone=ViT/SigLip22026.03 | 21.44 | |
| Maplebackbone=ViT/CLIP2026.03 | 21.09 |