Classification on MRI Meniscus
46.34AccuracyFull FT MoE
Evaluation results
| Method | Links | |
|---|---|---|
| Full FT MoEBackbone=BiomedCLIP ViT-B/16, # Params (%)=760, Evaluation Protocol=Zero-shot2026.04 | 46.34 | |
| MedQwenBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 42.45 | |
| MoELoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=2.24, Evaluation Protocol=Zero-shot2026.04 | 40.53 | |
| Full FTBackbone=BiomedCLIP ViT-B/16, # Params (%)=100, Evaluation Protocol=Zero-shot2026.04 | 40.09 | |
| LoRA (rank32)Backbone=BiomedCLIP ViT-B/16, # Params (%)=5.98, Rank=32, Evaluation Protocol=Zero-shot2026.04 | 39.55 | |
| AdaMoLEBackbone=BiomedCLIP ViT-B/16, # Params (%)=2.33, Evaluation Protocol=Zero-shot2026.04 | 39.15 | |
| HydraLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.58, Evaluation Protocol=Zero-shot2026.04 | 38.73 | |
| LoRA (rank16)Backbone=BiomedCLIP ViT-B/16, # Params (%)=2.99, Rank=16, Evaluation Protocol=Zero-shot2026.04 | 37.94 | |
| LoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 33.89 | |
| MiLoRABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 33.68 | |
| PiSSABackbone=BiomedCLIP ViT-B/16, # Params (%)=1.49, Rank=8, Evaluation Protocol=Zero-shot2026.04 | 32.92 |