Sparse Annotation Strategies for Segmentation of Short Axis Cardiac MRI

Keyphrases

• Sparse Annotation 100%
• MRI Volume 100%
• Segmentation Performance 100%
• Cardiac Magnetic Resonance Imaging (cMRI) 100%
• Annotation Strategy 100%
• Public Dataset 50%
• Annotated Dataset 50%
• Training Effect 50%
• Learning Data 50%
• Transfer Learning 50%
• Reduced Data 50%
• Data Augmentation 50%
• Few-shot Learning 50%
• Short Axis 50%
• Dice Score 50%
• Net Model 50%
• General Training 50%
• Apical Region 50%
• Volume Yield 50%
• Sparse Volumes 50%
• Cardiac MRI Segmentation 50%
• NnU-Net 50%
• State-of-the-art Models 50%
• Fully-supervised 50%
• Supervised Model 50%

Computer Science

• Annotation 100%
• Segmentation Performance 66%
• Transfer Learning 33%
• Data Augmentation 33%
• Few-Shot Learning 33%