5-way 1-shot Classification on BSCD-FSL (ChestX, ISIC, EuroSAT, CropDiseases)
23.98ChestX AccuracyIM-DCL
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IM-DCLBackbone=RN10, Source=No, Target=Yes2026.05 | 23.98 | 38.13 | 77.14 | 84.37 | 55.91 | |
| LoRA-CLIP + Semantic ProbeBackbone=ViT/CLIP, Source=No, Target=Yes2026.05 | 23.65 | 38.77 | 82.94 | 85.11 | 57.62 | |
| AttnTemp-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.05 | 23.63 | 38.05 | 75.09 | 84.78 | 55.39 | |
| CD-CLSBackbone=ViT/DINO, Source=Yes, Target=Yes2026.05 | 23.39 | 35.56 | 74.97 | 84.53 | 54.62 | |
| DAMIN-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.05 | 23.38 | 36.35 | 73.61 | 83.9 | 54.31 | |
| FLoR-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.05 | 23.26 | 35.49 | 73.09 | 83.55 | 53.85 | |
| AttnTempBackbone=ViT/DINO, Source=Yes, Target=No2026.05 | 23.19 | 34.92 | 74.35 | 84.02 | 54.12 | |
| DAMIMBackbone=ViT/DINO, Source=Yes, Target=No2026.05 | 22.97 | 34.66 | 72.87 | 82.34 | 53.21 | |
| StyleAdvBackbone=ViT/DINO, Source=Yes, Target=No2026.05 | 22.92 | 33.05 | 72.15 | 81.22 | 52.34 | |
| StyleAdv-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.05 | 22.92 | 33.99 | 74.93 | 84.11 | 53.99 | |
| StepSPTBackbone=ViT/CLIP, Source=No, Target=Yes2026.05 | 22.84 | 32.97 | 70.01 | 84.84 | 52.68 | |
| FLoRBackbone=ViT/DINO, Source=Yes, Target=No2026.05 | 22.78 | 34.2 | 72.39 | 81.81 | 52.8 | |
| MEM-FSBackbone=ViT/DINO, Source=No, Target=No2026.05 | 22.76 | 32.97 | 68.11 | 81.11 | 51.24 | |
| PMFBackbone=ViT/DINO, Source=Yes, Target=Yes2026.05 | 21.73 | 30.36 | 70.74 | 80.79 | 50.91 | |
| LoRA-CLIPBackbone=ViT/CLIP, Source=No, Target=Yes2026.05 | 21.73 | 34.45 | 80.34 | 84.95 | 55.37 | |
| MaPLe + Semantic ProbeBackbone=ViT/CLIP, Source=No, Target=Yes2026.05 | 21.41 | 34.27 | 82.94 | 82.83 | 55.36 | |
| MaPLeBackbone=ViT/CLIP, Source=No, Target=Yes2026.05 | 20.89 | 31.1 | 75.66 | 81.87 | 53.04 |