5-way 1-shot Classification on CropDisease
92.61AccuracyPE-Core-LoRA + VtT
Evaluation results
| Method | Links | |
|---|---|---|
| PE-Core-LoRA + VtTbackbone=ViT/PE-Core2026.03 | 92.61 | |
| PE-Core-LoRAbackbone=ViT/PE-Core2026.03 | 91.75 | |
| SigLIP2-LoRA + VtTbackbone=ViT/SigLip22026.03 | 89.72 | |
| SigLIP2-LoRAbackbone=ViT/SigLip22026.03 | 87.5 | |
| CLIP-LoRA-Vision + VtTbackbone=ViT/CLIP2026.03 | 87 | |
| StepSTPbackbone=ViT/CLIP2026.03 | 84.84 | |
| CLIP-LoRA-Visionbackbone=ViT/CLIP2026.03 | 84.22 | |
| LDCbackbone=ViT/CLIP2026.03 | 83.77 | |
| Maple + VtTbackbone=ViT/CLIP2026.03 | 82.66 | |
| LP++backbone=ViT/CLIP2026.03 | 81.84 | |
| Maplebackbone=ViT/CLIP2026.03 | 81.78 | |
| CoOpbackbone=ViT/CLIP2026.03 | 80.5 | |
| AMU-Tuningbackbone=ViT/CLIP2026.03 | 80.2 | |
| Tip-Adapterbackbone=ViT/CLIP2026.03 | 77.15 |