Fed-EC: Bandwidth-Efficient Clustering-Based Federated Learning for Autonomous Visual Robot Navigation

Keyphrases

• Cluster-based 100%
• Efficient Clustering 100%
• Bandwidth Efficient 100%
• Federated Learning 100%
• Visual Robot Navigation 100%
• Global Model 50%
• Centralized Learning 50%
• Learning Methods 25%
• Model Performance 25%
• Robotics 25%
• Vision-based 25%
• Central Server 25%
• Data Privacy 25%
• Outdoor Environment 25%
• Vanilla 25%
• Bandwidth Utilization 25%
• Data Bandwidth 25%
• Learning Challenges 25%
• Real-world Experiment 25%
• Local Learning 25%
• Non-IID 25%
• Autonomous Robot Navigation 25%
• Goal-directed Navigation 25%
• Federated Learning System 25%

Computer Science

• Robot Navigation 100%
• Federated Learning 100%
• Robot 80%
• Performance Model 20%
• Data Privacy 20%
• Learning Framework 20%
• Autonomous Robot Navigation 20%