nova
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Localization | NOVA (OOD) | mAP3037.02 | 14 | |
| Differential Diagnosis | NOVA OOD | Diagnostic Accuracy20.36 | 14 | |
| Image Description | NOVA OOD | METEOR18.43 | 14 | |
| Brain MRI localisation | NOVA (test) | mAP@3043.5 | 12 | |
| Abnormality Grounding | NOVA | mAP@2550 | 8 | |
| P&R evaluation | nova | # Instances145,720 | 4 | |
| Circuit Optimization Impact Evaluation | nova | Delta Area (%)-9.98 | 4 | |
| Diagnostic Reasoning | NOVA | Top-1 Accuracy24.2 | 3 | |
| Image Description | NOVA | BLEU-41.83 | 3 | |
| Anomaly Localization | NOVA | mAP@3035.86 | 3 | |
| Cell type distribution matching | nova (test) | Cosine Similarity1 | 3 |
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