Lumbar Spinal Stenosis Classification on LSS MRI dataset
93.66Precision (Grade A)LLaVA-Med
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LLaVA-MedAdaptation=QLoRA, Loss=Adaptive PID-Tversky Loss, Precision=bfloat16 (AMP), Batch Size=82026.04 | 93.66 | 84.95 | 93.87 | 90.83 | 88.92 | 88.9 | 94.25 | 90.69 | 91.23 | 86.88 | 94.06 | 90.72 | 90.69 | |
| BiomedCLIPAdaptation=QLoRA, Loss=Adaptive PID-Tversky Loss, Precision=bfloat16 (AMP), Batch Size=82026.04 | 92.25 | 78.67 | 94.07 | 88.33 | 91.24 | 87.4 | 84.68 | 87.77 | 91.75 | 82.8 | 89.13 | 87.89 | 87.77 | |
| SmolVLMAdaptation=QLoRA, Loss=Adaptive PID-Tversky Loss, Precision=bfloat16 (AMP), Batch Size=82026.04 | 89 | 79.5 | 79.6 | 82.7 | 88.2 | 65.3 | 94.4 | 82.63 | 88.6 | 71.7 | 86.4 | 82.23 | 82.66 |