Classification on X-ray - CheXpert 5x200
72.39AccuracyFull FT MoE
Evaluation results
| Method | Links | |
|---|---|---|
| Full FT MoEBackbone=BiomedCLIP ViT-B/16, # Params (%)=760, Evaluation Protocol=Zero-shot2026.04 | 72.39 | |
| MedQwenBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 66.83 | |
| Full FTBackbone=BiomedCLIP ViT-B/16, # Params (%)=100, Evaluation Protocol=Zero-shot2026.04 | 65.3 | |
| MoELoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 62.36 | |
| LoRA (rank32)Backbone=BiomedCLIP ViT-B/16, # Params (%)=5.98, Rank=32, Evaluation Protocol=Zero-shot2026.04 | 61.88 | |
| HydraLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.58, Evaluation Protocol=Zero-shot2026.04 | 61.77 | |
| LoRA (rank16)Backbone=BiomedCLIP ViT-B/16, # Params (%)=2.99, Rank=16, Evaluation Protocol=Zero-shot2026.04 | 61.07 | |
| AdaMoLEBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.33, Evaluation Protocol=Zero-shot2026.04 | 60.1 | |
| LoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 54.35 | |
| PiSSABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 53.41 | |
| MiLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 52.68 |