BraTS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Brain Tumor Segmentation | BraTS 2023 (test) | WT Dice94.02 | 166 | |
| Medical Image Synthesis | BraTS | SSIM92.45 | 108 | |
| Enhancing Tumour Segmentation | BraTS 2018 (test) | Dice Score79.33 | 95 | |
| Anomaly Detection | BraTS | Image-level AUROC95.838 | 93 | |
| Anomaly Detection | BraTS 2018 (test) | AUROC (Image)94.82 | 88 | |
| Brain Tumor Segmentation | BraTS 2020 (test) | Dice Score (W)95 | 86 | |
| Enhancing Tumor Segmentation | BraTS 2018 | DSC (ET)81.3 | 79 | |
| Brain Tumor Segmentation | BraTS 2024 | HD952.9 | 77 | |
| Brain Tumor Segmentation | BraTS 2021 (val) | Dice WT93.75 | 63 | |
| Brain Tumor Segmentation | BraTS T1–FLAIR (train) | DSC79.7 | 57 | |
| Brain Tumor Segmentation | BraTS 2018 (test) | ET DSC91.1 | 57 | |
| Brain Tumor Segmentation | BraTS T2–T1CE (1%, 5%, 10% labeled data) | DSC72.03 | 54 | |
| Tumor Core Segmentation | BraTS 2018 | DSC (%)87.3 | 53 | |
| Whole Tumor Segmentation | BraTS 2018 | DSC (%)90.3 | 51 | |
| Anomaly Detection | BraTS 2021 | Clean AUROC97.7 | 50 | |
| Multi-contrast MRI Reconstruction | Brats 2018 (test) | PSNR58.46 | 48 | |
| Whole Tumor Segmentation | BraTS 18 | Dice (Avg)92.56 | 46 | |
| Brain Tumor Segmentation | BraTS PED 2023 (test) | Average HD959.35 | 41 | |
| Enhancing Tumor (ET) Segmentation | BraTS 2024 | Average Performance Score63.54 | 40 | |
| 3D Segmentation (Enhancing Tumor) | BraTS 18 | Mean Dice (ET)79.91 | 40 | |
| Tumor Segmentation | BraTS 23 | DSC86.31 | 39 | |
| MRI Synthesis | BraTS 2023 | PSNR (dB)28.705 | 38 | |
| Whole tumor segmentation | BraTS 2018 (test) | DSC Average90.84 | 37 | |
| Segmentation | BraTS 2020 | Dice0.9113 | 36 | |
| Medical Image Segmentation | BraTS 2019 (10% labeled data) | Dice Score86.52 | 36 |
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