ATLAS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | ATLAS | AUC-ROC81.5 | 20 | |
| Interactive Image Segmentation | ATLAS T1 | Dice Coefficient86 | 18 | |
| Knowledge grounding | ATLAS CC-QKV | ACC@1100 | 16 | |
| Knowledge grounding | ATLAS-Pes2o-QKV | ACC@1100 | 16 | |
| Unsupervised Brain MRI Anomaly Detection | ATLAS | Dice26.67 | 14 | |
| Brain Lesion Detection | ATLAS T1 | DICE25.5 | 12 | |
| Anomaly Localization | ATLAS | AP0.33 | 12 | |
| Liver and Tumor Segmentation | ATLAS MRI (test) | Dice Score (Liver)96.5 | 10 | |
| Lesion Segmentation | ATLAS (test) | DSC53.49 | 9 | |
| Medical Image Segmentation | ATLAS | Dice Score63.8 | 8 | |
| Ischemic stroke lesion segmentation | ATLAS v2.0 (test) | AUPRC19.96 | 8 | |
| Medical Image Segmentation | ATLAS 2 | Dice Score63 | 7 | |
| Brain Stroke Segmentation | ATLAS (val) | Dice48.67 | 7 | |
| Visual Question Answering | ATLAS 2.0 | Modality Accuracy97.7 | 6 | |
| Report Generation | ATLAS 2.0 | ROUGE33.69 | 6 | |
| Trajectory Generation | ATLAS 14 protein monomers (test) | JSD (Rg)0.379 | 6 | |
| Brain MRI Segmentation | Atlas D4 22 (test) | DSC66.95 | 6 | |
| Anatomy and Pathology Image Synthesis | ATLAS (test) | L1 Loss0.038 | 6 | |
| Stroke Lesion Segmentation | ATLAS | Median Dice0.575 | 6 | |
| Stroke Lesion Segmentation | ATLAS T1w | HD95 (mm)19.7 | 6 | |
| Anomaly Detection | ATLAS (test) | Dice Score0.31 | 5 | |
| Image Segmentation | ATLAS (test) | Dice Coefficient51.2 | 5 | |
| Image Segmentation | ATLAS 2.0 | Stroke Dice43.8 | 4 | |
| 3D MRI Anomaly Detection | ATLAS Stroke R2.0 (test) | P-AUROC98.5 | 4 | |
| Medical Image Segmentation | ATLAS 2023 (test) | DSC (Liver)89.43 | 4 |
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