BraTS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | BraTS 2018 (test) | AUROC (Image)94.82 | 88 | |
| Brain Tumor Segmentation | BraTS 2024 | HD952.9 | 77 | |
| Enhancing Tumour Segmentation | BraTS 2018 (test) | Dice Score79.33 | 75 | |
| Brain Tumor Segmentation | BraTS T1–FLAIR (train) | DSC79.7 | 57 | |
| Brain Tumor Segmentation | BraTS T2–T1CE (1%, 5%, 10% labeled data) | DSC72.03 | 54 | |
| Brain Tumor Segmentation | BraTS 2018 (test) | ET DSC91.1 | 51 | |
| Anomaly Detection | BraTS 2021 | Clean AUROC97.7 | 50 | |
| Multi-contrast MRI Reconstruction | Brats 2018 (test) | PSNR58.46 | 48 | |
| Whole Tumor Segmentation | BraTS 2018 | DSC (%)89.64 | 48 | |
| Tumor Core Segmentation | BraTS 2018 | DSC (%)85.78 | 48 | |
| Enhancing Tumor Segmentation | BraTS 2018 | DSC (ET)77.61 | 48 | |
| Segmentation | BraTS 2020 | Dice0.9113 | 36 | |
| Segmentation | BraTS MET 2023 (test) | HD95 (ET)20.37 | 34 | |
| Brain Tumor Segmentation | BraTS PED 2023 (test) | HD95 (ET)11.55 | 34 | |
| Brain Tumor Segmentation | BraTS 2021 (val) | Dice WT93.75 | 31 | |
| Segmentation | BraTS | Dice Score0.85 | 30 | |
| Multi-contrast MRI Reconstruction | BraTS | PSNR (dB)38.18 | 28 | |
| Segmentation | BraTS 2018 (online evaluation) | Dice (Enhancing tumour)78.59 | 26 | |
| Segmentation | BraTs Brain-Tumor 2021 | Dice90.5 | 25 | |
| Pixel-wise Anomaly Localization | BraTS | AUROC99.1 | 25 | |
| Brain Tumor Volume Segmentation | BraTS | Dice (ET)88.94 | 22 | |
| Multi-modal brain MRI synthesis | BraTS 2021 (test) | PSNR28.26 | 21 | |
| Many-to-one MRI Synthesis (T2, FLAIR -> T1) | BRATS (test) | PSNR26.24 | 21 | |
| Many-to-one MRI Synthesis (T1, FLAIR -> T2) | BRATS (test) | PSNR26.9 | 21 | |
| Anomaly Detection | BraTS | Image-level AUROC84.6 | 20 |
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