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cell-imaging/monai

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Other Benchmarks drawn from no hub dataset you can see

CT spleen segmentation (MSD Task09) medical-imaging/ct-spleen-segmentation

atlas-n100-v1

Metric Value 95% CI n Rank Best in catalogue Source Overlap Board
Dice (trained from scratch) ↑ higher is better · supervised 0.793 best [0.669, 0.865] 100 1 / 1 0.793 reproduced unknown Board
HD95 (trained from scratch) ↓ lower is better · mm · supervised 72.60 best [30.35, 145.74] 100 1 / 1 72.60 reproduced unknown Board
NSD at 3 mm (trained from scratch) ↑ higher is better · supervised 0.768 best [0.630, 0.847] 100 1 / 1 0.768 reproduced unknown Board
Per-patient Dice (trained from scratch) ↑ higher is better · supervised · secondary 0.853 best [0.788, 0.912] 100 — 0.853 reproduced unknown Board

Nucleus instance segmentation (BBBC039) cell-imaging/nucleus-instance-segmentation

atlas-full-v1

Metric Value 95% CI n Rank Best in catalogue Source Overlap Board
AP@0.5 (trained from scratch) ↑ higher is better · supervised 0.894 best [0.867, 0.915] 50 1 / 1 0.894 reproduced unknown Board
Nucleus count MAE (trained from scratch) ↓ lower is better · nuclei · supervised 6.200 best [4.920, 7.540] 50 1 / 1 6.200 reproduced unknown Board
Mean F1, IoU 0.50-0.90 (trained from scratch) ↑ higher is better · supervised 0.894 best [0.868, 0.911] 50 1 / 1 0.894 reproduced unknown Board
AP@0.75 (trained from scratch) ↑ higher is better · supervised · secondary 0.849 best [0.816, 0.875] 50 — 0.849 reproduced unknown Board
AP@0.90 (trained from scratch) ↑ higher is better · supervised · secondary 0.575 best [0.539, 0.612] 50 — 0.575 reproduced unknown Board
Split rate (trained from scratch) ↓ lower is better · supervised · secondary 0.011 best [0.008, 0.015] 50 — 0.011 reproduced unknown Board
Merge rate (trained from scratch) ↓ lower is better · supervised · secondary 0.012 best [0.008, 0.017] 50 — 0.012 reproduced unknown Board
Missed rate (trained from scratch) ↓ lower is better · supervised · secondary 0.097 best [0.081, 0.117] 50 — 0.097 reproduced unknown Board
Extra rate (trained from scratch) ↓ lower is better · supervised · secondary 0.044 best [0.035, 0.054] 50 — 0.044 reproduced unknown Board