Improving Few-Shot-Segmentation of New Structures in Volumetric Medical Images by Support Set Optimization

Keyphrases

• Volumetric Medical Images 100%
• Few-shot Segmentation 100%
• Support Set 100%
• Set-valued Optimization Problem 100%
• Few-shot Learning 57%
• Query Image 42%
• Overfitting 42%
• Learning Performance 28%
• Query-based 28%
• F1 Score 14%
• Feature Extraction 14%
• Abdominal CT 14%
• Model Use 14%
• Image Segmentation 14%
• Contrast Enhancement 14%
• Selection Policy 14%
• Support Selection 14%
• Medical Image Analysis 14%
• Limited Labeled Data 14%
• Simple Supports 14%
• Annotation Cost 14%
• Liver Lesion Segmentation 14%
• Liver Lesion Detection 14%
• Model Evaluation 14%
• Model Training 14%
• Promising Solution 14%
• Set-based 14%
• Segmentation Task 14%
• Small Structures 14%

Computer Science

• Few-Shot Learning 100%
• Learning Performance 50%
• Annotation 50%
• Image Analysis 25%
• Performance Model 25%
• Image Segmentation 25%
• Extracted Feature 25%
• Segmentation Task 25%
• Pre-Trained Model 25%
• Limited Labeled Data 25%
• Selection Policy 25%