Internal
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Out-of-distribution detection | Internal (val) | Accuracy100 | 12 | |
| Pheno Prediction | Internal (test) | MAE0.138 | 12 | |
| Cog Prediction | Internal (test) | MAE0.089 | 12 | |
| Age Prediction | Internal (test) | MAE4.621 | 12 | |
| Disease Classification | Internal (test) | Accuracy71.43 | 12 | |
| Gender Classification | Internal (test) | Accuracy71.91 | 12 | |
| 1p/19q codeletion prediction | Internal (test) | Accuracy88 | 10 | |
| Video-to-Audio Retrieval | Internal V→A | Recall@150.3 | 10 | |
| Next token prediction | internal | MRR0.615 | 10 | |
| Medical Report Generation | Internal (test) | BLEU-153.78 | 9 | |
| Mask-based video object insertion | Internal (test) | MSE103.09 | 9 | |
| Optic Disc and Cup Segmentation | Internal 275 samples (test) | Dice (Cup)89.57 | 8 | |
| Cardiovascular Disease Diagnosis | Internal (test) | NH AUC0.98 | 8 | |
| Thyroid Carcinoma Classification | Internal (test) | ATC-AUC98.4 | 8 | |
| TA | Internal ID (train) | RM ACC0.7902 | 8 | |
| View-level Stenosis Classification | Internal (test) | AUC0.699 | 8 | |
| Patient-level Stenosis Classification | Internal (test) | AUC84.5 | 8 | |
| MRI Synthesis (T2 to T1c) | Internal | MSE0.0088 | 8 | |
| MRI Synthesis (T2 to T1) | Internal | MSE0.0105 | 8 | |
| MRI Synthesis (T1c to T2) | Internal | MSE0.008 | 8 | |
| MRI Synthesis (T1c to T1) | Internal | MSE0.0172 | 8 | |
| MRI Synthesis (T1 to T2) | Internal | MSE0.0082 | 8 | |
| MRI Synthesis (T1 to T1c) | Internal | MSE0.0099 | 8 | |
| Anomaly Detection | Internal | EER11 | 8 | |
| Parkinson's disease responder classification | Internal Development Cohort patient-wise (test) | Accuracy88.89 | 7 |
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