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ResearchFormerly WizWand

Medical Image Segmentation on Spleen Task-5

0.8845Dice ScoreHSSL
0.4623640.5719570.681550.791143Jul 10, 2021
Updated 8mo ago

Evaluation results

MethodLinks
HSSLAnnotation Ratio=100%, Backbone=ResNet-342021.070.8845
SimCLRAnnotation Ratio=100%, Backbone=ResNet-342021.070.8776
RotationAnnotation Ratio=100%, Backbone=ResNet-342021.070.8696
In-paintingAnnotation Ratio=100%, Backbone=ResNet-342021.070.8596
TFSAnnotation Ratio=100%, Backbone=ResNet-342021.070.8588
HSSLParameters (M)=22.07, Annotated data ratio=50%2021.070.8586
MoCoAnnotation Ratio=100%, Backbone=ResNet-342021.070.8575
UNet3+Parameters (M)=26.97, Annotated data ratio=50%2021.070.8274
UNetParameters (M)=39.40, Annotated data ratio=50%2021.070.8148
HSSLAnnotation Ratio=10%, Backbone=ResNet-342021.070.8095
HSSLParameters (M)=22.07, Annotated data ratio=10%2021.070.8095
SimCLRAnnotation Ratio=10%, Backbone=ResNet-342021.070.7825
RotationAnnotation Ratio=10%, Backbone=ResNet-342021.070.7468
In-paintingAnnotation Ratio=10%, Backbone=ResNet-342021.070.713
MoCoAnnotation Ratio=10%, Backbone=ResNet-342021.070.6822
TFSAnnotation Ratio=10%, Backbone=ResNet-342021.070.6744
HSSLAnnotation Ratio=5%, Backbone=ResNet-342021.070.6735
HSSLParameters (M)=22.07, Annotated data ratio=5%2021.070.6735
UNet3+Parameters (M)=26.97, Annotated data ratio=10%2021.070.6483
SimCLRAnnotation Ratio=5%, Backbone=ResNet-342021.070.634
UNetParameters (M)=39.40, Annotated data ratio=10%2021.070.6281
UNet3+Parameters (M)=26.97, Annotated data ratio=5%2021.070.6005
RotationAnnotation Ratio=5%, Backbone=ResNet-342021.070.5674
MoCoAnnotation Ratio=5%, Backbone=ResNet-342021.070.5491
UNetParameters (M)=39.40, Annotated data ratio=5%2021.070.5471
TFSAnnotation Ratio=5%, Backbone=ResNet-342021.070.4875
In-paintingAnnotation Ratio=5%, Backbone=ResNet-342021.070.4786