Classification on MRI - ACL
87.38AccuracyFull FT MoE
Evaluation results
| Method | Links | |
|---|---|---|
| Full FT MoEBackbone=BiomedCLIP ViT-B/16, # Params (%)=760, Evaluation Protocol=Zero-shot2026.04 | 87.38 | |
| MedQwenBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 86.57 | |
| Full FTBackbone=BiomedCLIP ViT-B/16, # Params (%)=100, Evaluation Protocol=Zero-shot2026.04 | 85.89 | |
| MoELoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 83.83 | |
| LoRA (rank32)Backbone=BiomedCLIP ViT-B/16, # Params (%)=5.98, Rank=32, Evaluation Protocol=Zero-shot2026.04 | 83.65 | |
| LoRA (rank16)Backbone=BiomedCLIP ViT-B/16, # Params (%)=2.99, Rank=16, Evaluation Protocol=Zero-shot2026.04 | 82.71 | |
| AdaMoLEBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.33, Evaluation Protocol=Zero-shot2026.04 | 82.69 | |
| HydraLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.58, Evaluation Protocol=Zero-shot2026.04 | 82.51 | |
| LoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 79.03 | |
| MiLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 78.38 | |
| PiSSABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 77.52 |