ISLES
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Segmentation | ISLES 2022 (test) | HD95 (IS)2.64 | 34 | |
| Stroke Lesion Segmentation | ISLES 2015 | Median Dice42.3 | 30 | |
| Ischemic Stroke Segmentation | ISLES22 | IS86.6 | 17 | |
| MRI Synthesis (FLAIR→ADC) | ISLES | PSNR23.48 | 14 | |
| MRI Synthesis (FLAIR→DWI) | ISLES | PSNR25.68 | 14 | |
| Anatomy and Pathology Image Synthesis | ISLES (test) | L1 Loss0.016 | 14 | |
| Pixel-wise Anomaly Localization | ISLES | AP46.5 | 14 | |
| Slice-wise Anomaly Localization | ISLES | AP62 | 14 | |
| Many-to-one MRI synthesis (FLAIR+ADC to DWI) | ISLES | SSIM95.3 | 10 | |
| Many-to-one MRI synthesis (FLAIR+DWI to ADC) | ISLES | SSIM0.948 | 10 | |
| FLAIR → ADC MRI Synthesis | ISLES | SSIM85.6 | 7 | |
| FLAIR → DWI MRI Synthesis | ISLES | SSIM0.885 | 7 | |
| Medical Image Segmentation | ISLES | Lesion Score0.773 | 7 | |
| Ischemic Stroke Segmentation | ISLES 2022 | DSC76.32 | 7 | |
| Stroke Lesion Segmentation | ISLES 15 (Ensemble) | HD95 (mm)47.3 | 6 | |
| Stroke Lesion Segmentation | ISLES DWI 15 | HD95 (mm)74.4 | 6 | |
| Stroke Lesion Segmentation | ISLES FLAIR 15 | HD95 (mm)56.1 | 6 | |
| Stroke Lesion Segmentation | ISLES15 T2w | HD95 (mm)59.4 | 6 | |
| Stroke Lesion Segmentation | ISLES15 T1w | HD95 (mm)51.5 | 6 | |
| Lesion Segmentation | ISLES (test) | DSC75.4 | 5 | |
| Ischemic stroke lesion segmentation | ISLES 2022 (test) | Dice Score81.3 | 4 | |
| Binary vessel segmentation | ISLES (test) | mDC96 | 4 | |
| Many-to-One Spatio-temporal Sequence Forecasting | ISLES (test) | NRMSE0.0525 | 1 | |
| Lesion Segmentation | ISLES 2017 (test) | Metric- | 0 |
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