5-way 5-shot Classification on BSCD-FSL (test)
28.93Accuracy (ChestX)IM-DCL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IM-DCLBackbone=RN10, Mark=TIP-24, Source=false, Target=true2026.05 | 28.93 | 52.74 | 89.47 | 95.73 | 66.72 | |
| AttnTemp-FTBackbone=ViT/DINO, Mark=NeurIPS-24, Source=true, Target=true2026.05 | 28.03 | 54.91 | 90.82 | 96.66 | 67.61 | |
| DAMIN-FTBackbone=ViT/DINO, Mark=AAAI-25, Source=true, Target=true2026.05 | 27.82 | 54.86 | 91.18 | 96.34 | 67.78 | |
| AttnTempBackbone=ViT/DINO, Mark=NeurIPS-24, Source=true, Target=false2026.05 | 27.72 | 53.09 | 90.13 | 95.53 | 66.62 | |
| CD-CLSBackbone=ViT/DINO, Mark=NeurIPS-24, Source=true, Target=true2026.05 | 27.66 | 54.69 | 91.53 | 96.27 | 67.54 | |
| FLoRBackbone=ViT/DINO, Mark=CVPR-24, Source=true, Target=false2026.05 | 27.28 | 49.52 | 90.41 | 95.28 | 65.48 | |
| DAMIMBackbone=ViT/DINO, Mark=AAAI-25, Source=true, Target=false2026.05 | 27.28 | 50.76 | 89.5 | 95.52 | 65.77 | |
| PMFBackbone=ViT/DINO, Mark=CVPR-22, Source=true, Target=true2026.05 | 27.27 | 50.12 | 85.98 | 92.96 | 64.08 | |
| FLoR-FTBackbone=ViT/DINO, Mark=CVPR-24, Source=true, Target=true2026.05 | 27.02 | 53.06 | 90.75 | 96.47 | 66.83 | |
| StyleAdvBackbone=ViT/DINO, Mark=CVPR-23, Source=true, Target=false2026.05 | 26.97 | 47.73 | 88.57 | 94.85 | 64.53 | |
| StyleAdv-FTBackbone=ViT/DINO, Mark=CVPR-23, Source=true, Target=true2026.05 | 26.97 | 51.23 | 90.12 | 95.99 | 66.08 | |
| MEM-FSBackbone=ViT/DINO, Mark=TIP-23, Source=true, Target=false2026.05 | 26.67 | 47.38 | 86.49 | 93.74 | 63.57 | |
| StepSPTBackbone=ViT/CLIP, Mark=TPAMI-25, Source=false, Target=true2026.05 | 26.36 | 52.12 | 89.4 | 96.01 | 65.97 | |
| LoRA-CLIP + Semantic ProbeBackbone=ViT/CLIP, Source=false, Target=true2026.05 | 25.79 | 55.95 | 93.43 | 96.88 | 68.01 | |
| MaPLe + Semantic ProbeBackbone=ViT/CLIP, Source=false, Target=true2026.05 | 24.86 | 53.11 | 92.5 | 94.85 | 66.33 | |
| LoRA-CLIPBackbone=ViT/CLIP, Mark=CVPR-24, Source=false, Target=true2026.05 | 24.44 | 50.68 | 92.63 | 96.2 | 65.99 | |
| MaPLeBackbone=ViT/CLIP, Mark=CVPR-23, Source=false, Target=true2026.05 | 22.29 | 46.72 | 88.82 | 93.15 | 62.75 |