Anatomy of Deep Learning Image Classification and Object Detection on Commercial Edge Devices: A Case Study on Face Mask Detection

Keyphrases

• Deep Learning 100%
• Object Detection 100%
• Image Object 100%
• Edge Devices 100%
• Face Mask Detection 100%
• Classification Detection 100%
• Image Classification 100%
• Inference Time 66%
• Deep Learning Model 50%
• Optimization Framework 50%
• Optimization Options 50%
• Inference Efficiency 33%
• Jetson Xavier NX 33%
• Value of Time 33%
• Optimization Library 33%
• Jetson Nano 33%
• Time Efficiency 33%
• TensorRT 16%
• Face Mask Wearing Detection 16%
• TensorFlow Lite 16%
• Video pipeline 16%
• Target Metric 16%
• Deep Learning Applications 16%
• Computational Power 16%
• Shelf Edge 16%
• Latency 16%
• On-the-edge 16%
• Intel Neural Compute Stick 2 16%
• Raspberry Pi 4 16%
• Option Framework 16%
• OpenVINO 16%
• Commercial-off-the-shelf Components 16%
• Memory Constraints 16%
• Face Mask 16%
• Computation Constraint 16%
• Energy Consumption Efficiency 16%

Computer Science

• Deep Learning Method 100%
• Deep Learning Model 100%
• Object Detection 100%
• Image Classification 100%
• Case Study 100%
• Optimization Framework 66%
• Energy Consumption 33%
• Commercial off the Shelf 33%
• Time Efficiency 33%
• Computational Power 33%

Engineering

• Deep Learning Method 100%
• Image Classification 100%
• Detection Mask 100%
• Computational Power 20%
• Metrics 20%
• Energy Engineering 20%