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ResearchFormerly WizWand

Medical Image Segmentation on Prostate Task-3

0.6858Avg Dice ScoreHSSL
0.3272080.4203040.51340.606496Jul 10, 2021
Updated 8mo ago

Evaluation results

MethodLinks
HSSLAnnotation Ratio=100%, Backbone=ResNet-342021.070.6858—
SimCLRAnnotation Ratio=100%, Backbone=ResNet-342021.070.672—
MoCoAnnotation Ratio=100%, Backbone=ResNet-342021.070.6695—
RotationAnnotation Ratio=100%, Backbone=ResNet-342021.070.6671—
In-paintingAnnotation Ratio=100%, Backbone=ResNet-342021.070.6559—
TFSAnnotation Ratio=100%, Backbone=ResNet-342021.070.6347—
HSSLAnnotation Ratio=10%, Backbone=ResNet-342021.070.5959—
SimCLRAnnotation Ratio=10%, Backbone=ResNet-342021.070.5822—
RotationAnnotation Ratio=10%, Backbone=ResNet-342021.070.5739—
MoCoAnnotation Ratio=10%, Backbone=ResNet-342021.070.5407—
SimCLRAnnotation Ratio=5%, Backbone=ResNet-342021.070.5401—
TFSAnnotation Ratio=10%, Backbone=ResNet-342021.070.5353—
HSSLAnnotation Ratio=5%, Backbone=ResNet-342021.070.5269—
In-paintingAnnotation Ratio=10%, Backbone=ResNet-342021.070.5048—
RotationAnnotation Ratio=5%, Backbone=ResNet-342021.070.4793—
MoCoAnnotation Ratio=5%, Backbone=ResNet-342021.070.4725—
In-paintingAnnotation Ratio=5%, Backbone=ResNet-342021.070.3614—
TFSAnnotation Ratio=5%, Backbone=ResNet-342021.070.341—
HSSLParameters (M)=22.07, Annotated data ratio=5%2021.07—0.5269
HSSLParameters (M)=22.07, Annotated data ratio=10%2021.07—0.5959
HSSLParameters (M)=22.07, Annotated data ratio=50%2021.07—0.6664
UNetParameters (M)=39.40, Annotated data ratio=5%2021.07—0.3819
UNetParameters (M)=39.40, Annotated data ratio=10%2021.07—0.4944
UNetParameters (M)=39.40, Annotated data ratio=50%2021.07—0.6261
UNet3+Parameters (M)=26.97, Annotated data ratio=5%2021.07—0.4206
UNet3+Parameters (M)=26.97, Annotated data ratio=10%2021.07—0.5094
UNet3+Parameters (M)=26.97, Annotated data ratio=50%2021.07—0.635