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ResearchFormerly WizWand

Instance Segmentation on MitoEM-H Rat -> Human (test)

92.6DiceSupervised model
0.0424.0748.172.13Sep 23, 2025Sep 27, 2025Oct 1, 2025Oct 5, 2025Oct 9, 2025Oct 13, 2025Oct 18, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Supervised modelType=Oracle2025.0992.684.675.8
Supervised modelAdaptation Setting=Oracle2025.1092.584.173.3
Prompt-DAS (15%)+Prompts (Training)=true, Prompts (Testing)=true, Type=WDA (Interact.)2025.0990.881.572.3
Prompt-DAS (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA2025.0989.278.669.1
OursAdaptation Setting=WDA, Annotation Percentage=15%2025.1089.278.370.2
WDA-Net (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA2025.0988.777.667.8
WDA-NetAdaptation Setting=WDA, Annotation Percentage=15%2025.1088.777.667.8
Prompt-DAS (0%)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.098876.668.1
Our Source Model+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.0987.67670.6
OursAdaptation Setting=UDA, Annotation Percentage=0%2025.108775.165.8
CAFA (2.5D)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.0986.6——
CAFAAdaptation Setting=UDA, Input Dimensionality=2.5D2025.1086.6——
DA-ISC (2.5D)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.0985.672.763.8
DA-ISCAdaptation Setting=UDA, Input Dimensionality=2.5D2025.1085.672.763.8
WDA-Net (0%)Prompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.0985.572.360.6
WDA-NetAdaptation Setting=UDA, Annotation Percentage=0%2025.1085.572.360.6
DAMT-NetPrompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.0985.472.363.7
DAMT-NetAdaptation Setting=UDA2025.1085.472.363.7
AdaptSegNetAdaptation Setting=UDA2025.1084.771.258.1
Med-SA+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.0983.868.159
UALRPrompts (Training)=false, Prompts (Testing)=false, Type=UDA2025.0983.869.760
Med-SAAdaptation Setting=NoAdapt, Interaction Mode=Interact, Fine-tuned on source=true2025.1083.868.159
UALRAdaptation Setting=UDA2025.1083.869.760
WeSAM (15%)+Prompts (Training)=true, Prompts (Testing)=true, Type=WDA (Interact.), Fine-tuning=using source data and target data with 15% sparse point labels2025.0982.36665.5
Our Source ModelPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.0978.162.855.5
SAM-Med2D+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.0978.161.242.2
SACAdaptation Setting=UDA2025.1077.960.737.6
Our source modelAdaptation Setting=NoAdapt2025.1073.857.143
Med-SAPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt, Fine-tuning=using the source data2025.0972.45533.4
Med-SAAdaptation Setting=NoAdapt, Fine-tuned on source=true2025.1072.45533.4
SAM+Prompts (Training)=false, Prompts (Testing)=true, Type=NoAdapt (Interact.)2025.0940.34.626.6
SAMAdaptation Setting=NoAdapt, Interaction Mode=Interact2025.1040.34.626.6
SAM-Med2DPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.0922.5——
SAMPrompts (Training)=false, Prompts (Testing)=false, Type=NoAdapt2025.0920.811.418.7
SAMAdaptation Setting=NoAdapt2025.1020.811.418.7
WeSAM (15%)Prompts (Training)=true, Prompts (Testing)=false, Type=WDA, Fine-tuning=using the source data2025.093.61.31.6