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ResearchFormerly WizWand

Medical Image Segmentation on Heart Task-1

87.65Dice ScoreHSSL
64.5170.517576.52582.5325Jul 10, 2021
Updated 8mo ago

Evaluation results

MethodLinks
HSSLAnnotation Ratio=100%, Backbone=ResNet-342021.0787.65
UNet3+Parameters (M)=26.97, Annotated data ratio=50%2021.0787.52
RotationAnnotation Ratio=100%, Backbone=ResNet-342021.0787.43
MoCoAnnotation Ratio=100%, Backbone=ResNet-342021.0787.19
SimCLRAnnotation Ratio=100%, Backbone=ResNet-342021.0787.06
HSSLParameters (M)=22.07, Annotated data ratio=50%2021.0787.02
UNetParameters (M)=39.40, Annotated data ratio=50%2021.0786.75
In-paintingAnnotation Ratio=100%, Backbone=ResNet-342021.0786.56
TFSAnnotation Ratio=100%, Backbone=ResNet-342021.0785.81
RotationAnnotation Ratio=10%, Backbone=ResNet-342021.0782.31
SimCLRAnnotation Ratio=10%, Backbone=ResNet-342021.0781.79
HSSLParameters (M)=22.07, Annotated data ratio=10%2021.0781.79
HSSLAnnotation Ratio=5%, Backbone=ResNet-342021.0781.46
HSSLParameters (M)=22.07, Annotated data ratio=5%2021.0781.46
MoCoAnnotation Ratio=10%, Backbone=ResNet-342021.0781.19
TFSAnnotation Ratio=10%, Backbone=ResNet-342021.0779.64
In-paintingAnnotation Ratio=10%, Backbone=ResNet-342021.0779.07
UNet3+Parameters (M)=26.97, Annotated data ratio=10%2021.0778.81
UNet3+Parameters (M)=26.97, Annotated data ratio=5%2021.0778.48
UNetParameters (M)=39.40, Annotated data ratio=10%2021.0777.72
MoCoAnnotation Ratio=5%, Backbone=ResNet-342021.0775.97
UNetParameters (M)=39.40, Annotated data ratio=5%2021.0775.43
SimCLRAnnotation Ratio=5%, Backbone=ResNet-342021.0773.45
RotationAnnotation Ratio=5%, Backbone=ResNet-342021.0772.83
TFSAnnotation Ratio=5%, Backbone=ResNet-342021.0771.56
In-paintingAnnotation Ratio=5%, Backbone=ResNet-342021.0765.4