DSB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Nuclei Segmentation | DSB | Dice Score93.12 | 20 | |
| Cell Segmentation | DSB 2018 (test) | DSC0.92 | 11 | |
| Instance Segmentation | DSB 2018 | DICE94.54 | 9 | |
| Nucleus Segmentation | DSB 2018 | IoU87.22 | 9 | |
| Cell Instance Segmentation | DSB 10% 2018 (test) | mAP74.2 | 8 | |
| Uncertainty Quantification | DSB 2018 | ΔDice@904.4 | 6 | |
| Interactive Multi-class Image Segmentation | DSB 2018 (val) | User Interaction Time (min)5 | 6 | |
| Interactive Segmentation | DSB 2018 | User Interaction Time (min)4 | 6 | |
| Cardinality Estimation | DSB Out-of-Distribution, Query Granularity Shift | RMSE0.098 | 4 | |
| Cardinality Estimation | DSB In-Distribution, Query Granularity Shift | RMSE0.027 | 4 | |
| Cardinality Estimation | DSB Out-of-Distribution Query Center Move | RMSE0.068 | 4 | |
| Cardinality Estimation | DSB In-Distribution, Query Center Move | RMSE0.033 | 4 | |
| Cell detection | DSB 2018 | AP @ IoU=0.5086.41 | 4 |
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