ABM-SpConv-SIMD: Accelerating Convolutional Neural Network Inference for Industrial IoT Applications on Edge Devices

Keyphrases

• Industrial Internet of Things (IIoT) 100%
• Convolutional Neural Network 100%
• IoT Applications 100%
• Edge Devices 100%
• Neural Network Inference 100%
• Number of Parameters 25%
• Center-based 25%
• Security Concerns 25%
• Latency 25%
• Resource Constraints 25%
• Pruning 25%
• Software Framework 25%
• AlexNet 25%
• Cloud Data Center 25%
• ResNet50 25%
• Library Software 25%
• CPU Resource 25%
• Network Inference 25%
• Convolution Model 25%
• Floating-point Arithmetic 25%
• Complex-valued Convolutional Neural Network (CV-CNN) 25%
• Optimization Framework 25%
• Effective Edge 25%
• SIMD Instructions 25%
• Multiplication Operation 25%
• On-device Inference 25%
• Network Demand 25%
• Raspberry Pi Microcontroller 25%

Computer Science

• Multiplication Operation 16%