Federated Active Learning for Multicenter Collaborative Disease Diagnosis

Keyphrases

• Disease Diagnosis 100%
• Active Learning 100%
• Segmentation Problem 28%
• Labeled Data 28%
• Classification Task 28%
• Active Learning Methods 28%
• Collaborative Diagnosis 28%
• Uncertain Data 14%
• Medical Imaging 14%
• State-of-the-art Techniques 14%
• HyPer 14%
• Popular 14%
• Privacy Protection 14%
• Deep Learning Methods 14%
• Medical Experts 14%
• Sampling Strategy 14%
• Privacy Model 14%
• Gastrointestinal Diseases 14%
• Learning Systems 14%
• F1 Score 14%
• COVID-19 Diagnosis 14%
• Data Efficiency 14%
• Medical Institutions 14%
• Data Diversity 14%
• Hybrid Sampling 14%
• Accuracy Score 14%
• Model Generalization 14%
• Kvasir Dataset 14%
• Centralized Learning 14%
• Large-scale Annotation 14%
• Computer-aided Diagnosis System 14%
• Task-agnostic 14%

Computer Science

• Active Learning 100%
• Segmentation Task 22%
• Classification Task 22%
• Experimental Result 11%
• Medical Imaging 11%
• Deep Learning Method 11%
• Learning System 11%
• Privacy Protection 11%
• Annotation 11%
• Discriminator 11%
• Aided Diagnosis 11%
• Hybrid Sampling 11%
• COVID-19 11%