Diagnosis on RadGenome-Brain MRI T1w only
74.47Top-1 AccuracyUniBrain
Evaluation results
| Method | Links | |
|---|---|---|
| UniBrainCategory=Multimodal Large Language Models2026.06 | 74.47 | |
| UniBrain Und.Category=Multimodal Large Language Models, counterpart=understanding-only2026.06 | 69.5 | |
| SimMLMCategory=Implicit Representation Learning2026.06 | 65.98 | |
| ShaSpecCategory=Implicit Representation Learning2026.06 | 63.61 | |
| ResViT + UniBrainCategory=Explicit Modality Imputation2026.06 | 59.57 | |
| M2DN + UniBrainCategory=Explicit Modality Imputation2026.06 | 56.03 | |
| UniMedVLCategory=Multimodal Large Language Models2026.06 | 29.79 | |
| ResViT + LingshuCategory=Explicit Modality Imputation2026.06 | 24.82 | |
| LingshuCategory=Multimodal Large Language Models2026.06 | 21.99 | |
| BAGELCategory=Multimodal Large Language Models2026.06 | 11.35 |