5-way Few-Shot Image Classification on BSCD-FSL Subset (ISIC, EuroSAT, CropDiseases, ChestX)
56.73Accuracy (ISIC)CLIP-LoRA-Vision + TIR
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CLIP-LoRA-Vision + TIRBackbone=ViT/CLIP, Shot=5, Source=false, Target=true2026.05 | 56.73 | 93.49 | 97.42 | 26.12 | 68.44 | |
| REAPBackbone=ViT/DINO, Shot=5, Source=true, Target=true2026.05 | 55.28 | 91.79 | 96.71 | 28.34 | 68.03 | |
| AttnTempBackbone=ViT/DINO, Shot=5, Source=true, Target=true2026.05 | 54.91 | 90.82 | 96.66 | 28.03 | 67.61 | |
| ReCITBackbone=ViT/DINO, Shot=5, Source=true, Target=true2026.05 | 54.91 | 91.58 | 96.85 | 28.88 | 68.06 | |
| DAMIMBackbone=ViT/DINO, Shot=5, Source=true, Target=true2026.05 | 54.86 | 91.18 | 96.34 | 27.82 | 67.55 | |
| CD-CLSBackbone=ViT/DINO, Shot=5, Source=true, Target=true2026.05 | 54.69 | 91.53 | 96.27 | 27.66 | 67.54 | |
| FLoRBackbone=ViT/DINO, Shot=5, Source=true, Target=true2026.05 | 53.06 | 90.75 | 96.47 | 27.02 | 66.83 | |
| IM-DCLBackbone=RN10, Shot=5, Source=false, Target=true2026.05 | 52.74 | 89.47 | 95.73 | 28.93 | 66.72 | |
| StepSTPBackbone=ViT/CLIP, Shot=5, Source=false, Target=true2026.05 | 52.12 | 89.4 | 96.01 | 26.36 | 65.97 | |
| StyleAdv-FTBackbone=ViT/DINO, Shot=5, Source=true, Target=true2026.05 | 51.23 | 90.12 | 95.99 | 26.97 | 66.08 | |
| CLIP-LoRA-VisionBackbone=ViT/CLIP, Shot=5, Source=false, Target=true2026.05 | 51.1 | 92.52 | 96.21 | 24.13 | 65.99 | |
| FN+VDBBackbone=RN18, Shot=5, Source=false, Target=true2026.05 | 47.48 | 87.31 | 94.63 | 25.55 | 64.74 | |
| CLIP-LoRA-Vision + TIRBackbone=ViT/CLIP, Shot=1, Source=false, Target=true2026.05 | 39.38 | 82.53 | 86.91 | 23.98 | 58.2 | |
| REAPBackbone=ViT/DINO, Shot=1, Source=true, Target=true2026.05 | 38.67 | 75.97 | 85.33 | 24.17 | 56.04 | |
| ReCITBackbone=ViT/DINO, Shot=1, Source=true, Target=true2026.05 | 38.48 | 75.23 | 85.92 | 23.84 | 55.87 | |
| IM-DCLBackbone=RN10, Shot=1, Source=false, Target=true2026.05 | 38.13 | 77.14 | 84.37 | 23.98 | 55.91 | |
| AttnTempBackbone=ViT/DINO, Shot=1, Source=true, Target=true2026.05 | 38.05 | 75.09 | 84.78 | 23.63 | 55.39 | |
| DAMIMBackbone=ViT/DINO, Shot=1, Source=true, Target=true2026.05 | 36.35 | 73.61 | 83.9 | 23.38 | 54.31 | |
| CD-CLSBackbone=ViT/DINO, Shot=1, Source=true, Target=true2026.05 | 35.56 | 74.97 | 84.53 | 23.39 | 54.62 | |
| FLoRBackbone=ViT/DINO, Shot=1, Source=true, Target=true2026.05 | 35.49 | 73.09 | 83.55 | 23.26 | 53.85 | |
| CLIP-LoRA-VisionBackbone=ViT/CLIP, Shot=1, Source=false, Target=true2026.05 | 35.23 | 81.41 | 85.32 | 21.73 | 55.92 | |
| StyleAdv-FTBackbone=ViT/DINO, Shot=1, Source=true, Target=true2026.05 | 33.99 | 74.93 | 84.11 | 22.92 | 53.99 | |
| StepSTPBackbone=ViT/CLIP, Shot=1, Source=false, Target=true2026.05 | 32.97 | 70.01 | 84.84 | 22.84 | 52.68 | |
| FN+VDBBackbone=RN18, Shot=1, Source=false, Target=true2026.05 | 32.96 | 69.67 | 79.68 | 22.64 | 51.24 |