Medical Image Segmentation on Heart Task-1
87.65Dice ScoreHSSL
Evaluation Results
| Method | Links | |
|---|---|---|
| HSSLAnnotation Ratio=100%, Backbone=ResNet-342021.07 | 87.65 | |
| UNet3+Parameters (M)=26.97, Annotated data ratio=50%2021.07 | 87.52 | |
| RotationAnnotation Ratio=100%, Backbone=ResNet-342021.07 | 87.43 | |
| MoCoAnnotation Ratio=100%, Backbone=ResNet-342021.07 | 87.19 | |
| SimCLRAnnotation Ratio=100%, Backbone=ResNet-342021.07 | 87.06 | |
| HSSLParameters (M)=22.07, Annotated data ratio=50%2021.07 | 87.02 | |
| UNetParameters (M)=39.40, Annotated data ratio=50%2021.07 | 86.75 | |
| In-paintingAnnotation Ratio=100%, Backbone=ResNet-342021.07 | 86.56 | |
| TFSAnnotation Ratio=100%, Backbone=ResNet-342021.07 | 85.81 | |
| RotationAnnotation Ratio=10%, Backbone=ResNet-342021.07 | 82.31 | |
| SimCLRAnnotation Ratio=10%, Backbone=ResNet-342021.07 | 81.79 | |
| HSSLParameters (M)=22.07, Annotated data ratio=10%2021.07 | 81.79 | |
| HSSLAnnotation Ratio=5%, Backbone=ResNet-342021.07 | 81.46 | |
| HSSLParameters (M)=22.07, Annotated data ratio=5%2021.07 | 81.46 | |
| MoCoAnnotation Ratio=10%, Backbone=ResNet-342021.07 | 81.19 | |
| TFSAnnotation Ratio=10%, Backbone=ResNet-342021.07 | 79.64 | |
| In-paintingAnnotation Ratio=10%, Backbone=ResNet-342021.07 | 79.07 | |
| UNet3+Parameters (M)=26.97, Annotated data ratio=10%2021.07 | 78.81 | |
| UNet3+Parameters (M)=26.97, Annotated data ratio=5%2021.07 | 78.48 | |
| UNetParameters (M)=39.40, Annotated data ratio=10%2021.07 | 77.72 | |
| MoCoAnnotation Ratio=5%, Backbone=ResNet-342021.07 | 75.97 | |
| UNetParameters (M)=39.40, Annotated data ratio=5%2021.07 | 75.43 | |
| SimCLRAnnotation Ratio=5%, Backbone=ResNet-342021.07 | 73.45 | |
| RotationAnnotation Ratio=5%, Backbone=ResNet-342021.07 | 72.83 | |
| TFSAnnotation Ratio=5%, Backbone=ResNet-342021.07 | 71.56 | |
| In-paintingAnnotation Ratio=5%, Backbone=ResNet-342021.07 | 65.4 |