EKDF: An Ensemble Knowledge Distillation Framework for Robust Collaborative Inference on Heterogeneous Edge Devices

Keyphrases

• Deep Neural Network 100%
• Ensemble Distillation 100%
• Heterogeneous Edge Devices 100%
• Collaborative Inference 100%
• Edge Devices 80%
• Knowledge Distillation 40%
• Lightweight Model 40%
• Computational Complexity 20%
• Compress 20%
• Dropout 20%
• Informed Decision-making 20%
• Predictive Ability 20%
• Model Performance 20%
• Limited Resources 20%
• Edge Computing 20%
• User Expectations 20%
• Smartwatch 20%
• Device Pose 20%
• Compact Model 20%
• Multi-teacher 20%
• Joint Supervision 20%
• Deep Neural Network Inference 20%

Computer Science

• Deep Neural Network 100%
• Knowledge Distillation 100%
• Neural Network Model 33%
• Experimental Result 16%
• Computational Complexity 16%
• Performance Model 16%
• Network Inference 16%
• Informed Decision 16%
• Edge Computing 16%
• User Expectation 16%
• Application Intelligence 16%