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ResearchFormerly WizWand

5-way 1-shot Classification on BSCD-FSL (ChestX, ISIC, EuroSAT, CropDiseases)

23.98ChestX AccuracyIM-DCL
20.766421.600722.43523.2693May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IM-DCLBackbone=RN10, Source=No, Target=Yes2026.0523.9838.1377.1484.3755.91
LoRA-CLIP + Semantic ProbeBackbone=ViT/CLIP, Source=No, Target=Yes2026.0523.6538.7782.9485.1157.62
AttnTemp-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.0523.6338.0575.0984.7855.39
CD-CLSBackbone=ViT/DINO, Source=Yes, Target=Yes2026.0523.3935.5674.9784.5354.62
DAMIN-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.0523.3836.3573.6183.954.31
FLoR-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.0523.2635.4973.0983.5553.85
AttnTempBackbone=ViT/DINO, Source=Yes, Target=No2026.0523.1934.9274.3584.0254.12
DAMIMBackbone=ViT/DINO, Source=Yes, Target=No2026.0522.9734.6672.8782.3453.21
StyleAdvBackbone=ViT/DINO, Source=Yes, Target=No2026.0522.9233.0572.1581.2252.34
StyleAdv-FTBackbone=ViT/DINO, Source=Yes, Target=Yes2026.0522.9233.9974.9384.1153.99
StepSPTBackbone=ViT/CLIP, Source=No, Target=Yes2026.0522.8432.9770.0184.8452.68
FLoRBackbone=ViT/DINO, Source=Yes, Target=No2026.0522.7834.272.3981.8152.8
MEM-FSBackbone=ViT/DINO, Source=No, Target=No2026.0522.7632.9768.1181.1151.24
PMFBackbone=ViT/DINO, Source=Yes, Target=Yes2026.0521.7330.3670.7480.7950.91
LoRA-CLIPBackbone=ViT/CLIP, Source=No, Target=Yes2026.0521.7334.4580.3484.9555.37
MaPLe + Semantic ProbeBackbone=ViT/CLIP, Source=No, Target=Yes2026.0521.4134.2782.9482.8355.36
MaPLeBackbone=ViT/CLIP, Source=No, Target=Yes2026.0520.8931.175.6681.8753.04