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ResearchFormerly WizWand

Cell Segmentation on MoNuSeg

73.2AJI (Object)µSAM
9.86426.30742.7559.193Aug 10, 2023Jan 27, 2024Jul 15, 2024Jan 2, 2025Jun 21, 2025Dec 8, 2025May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
µSAMPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.0573.2——84.9
µSAM + CoPPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.0572.9——84.5
SAM3Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.0571.2——83.8
SAM3 + CoPPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.0570.6——83.7
Competition Winnerlocalization (Loc)=true, contour (Cnt)=true2023.0869.1———
MDMLabeled Data Percentage=100%2023.0868.25——81.01
CellViTPrompting protocol=one-click, Annotation setting=without cell-type annotations2026.0567.6——83.2
DDPMLabeled Data Percentage=100%2023.0867.31——80.31
UNet++Labeled Data Percentage=100%2023.0867.3——80.33
Swin UNETRLabeled Data Percentage=100%2023.0866.81——79.99
AttUNetLabeled Data Percentage=100%2023.0866.55——79.74
MDMLabeled Data Percentage=10%2023.0866.43——79.71
UCTransNetLabeled Data Percentage=100%2023.0865.57——78.8
CA-SAM2Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.0564.5——80.7
MedTLabeled Data Percentage=100%2023.0863.48——77.55
CDNetlocalization (Loc)=true, contour (Cnt)=true2023.0863.3——83.2
MAELabeled Data Percentage=10%2023.0861.61——76.19
UNetLabeled Data Percentage=100%2023.0860.22——74.56
DDPMLabeled Data Percentage=10%2023.0860.03——74.37
UNet++Labeled Data Percentage=10%2023.0859.49——74.26
MAELabeled Data Percentage=100%2023.0858.62——73.68
Swin UNETRLabeled Data Percentage=10%2023.0857.36——72.47
AttUNetLabeled Data Percentage=10%2023.0855.72——70.87
PSMlocalization (Loc)=false, contour (Cnt)=false2023.0854.26176.272.4
Unet*localization (Loc)=true, contour (Cnt)=true, trained from scratch=true2023.0851.160.674.571.5
MedTLabeled Data Percentage=10%2023.0850.6——64.49
Hou et al.localization (Loc)=false, contour (Cnt)=false2023.0849.8—75—
Qu et al.localization (Loc)=true, contour (Cnt)=false2023.0849.657.973.270.2
Tian et al.localization (Loc)=true, contour (Cnt)=false2023.0849.362.476.471.3
UCTransNetLabeled Data Percentage=10%2023.0848.78——64.33
CyCADAlocalization (Loc)=false, contour (Cnt)=false2023.0847.2—70.5—
UNetLabeled Data Percentage=10%2023.0841.06——54.79
CellPose3Prompting protocol=one-click, Annotation setting=without cell-type annotations2026.0531.6——49.9
Fijilocalization (Loc)=false, contour (Cnt)=false2023.0827.3—66.564.9
CellProfilerlocalization (Loc)=false, contour (Cnt)=false2023.0812.3—40.459.7
MedTlocalization (Loc)=true, contour (Cnt)=true2023.08—66.279.5—