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ResearchFormerly WizWand

Classification on CT Sagittal

29.27AccuracyFull FT MoE
20.4322.72525.0227.315Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Full FT MoEBackbone=BiomedCLIP ViT-B/16, # Params (%)=760, Evaluation Protocol=Zero-shot2026.0429.27
MedQwenBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.0428.24
MoELoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.0427.65
LoRA (rank32)Backbone=BiomedCLIP ViT-B/16, # Params (%)=5.98, Rank=32, Evaluation Protocol=Zero-shot2026.0427.44
LoRA (rank16)Backbone=BiomedCLIP ViT-B/16, # Params (%)=2.99, Rank=16, Evaluation Protocol=Zero-shot2026.0426.84
Full FTBackbone=BiomedCLIP ViT-B/16, # Params (%)=100, Evaluation Protocol=Zero-shot2026.0426.59
AdaMoLEBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.33, Evaluation Protocol=Zero-shot2026.0426.51
HydraLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.58, Evaluation Protocol=Zero-shot2026.0424.2
LoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.0421.69
PiSSABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.0421.5
MiLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.0420.77