Ocelli: Efficient Processing-in-Pixel Array Enabling Edge Inference of Ternary Neural Networks

Keyphrases

• Efficient Processing 100%
• Pixel Array 100%
• Ocelli 100%
• Edge Inference 100%
• Processing-in-pixel 100%
• Ternary Neural Networks 100%
• Convolutional Neural Network 57%
• Processing Demands 28%
• Energy Budget 14%
• Power Consumption 14%
• Non-volatile 14%
• Neural Network 14%
• Big Data 14%
• New Architecture 14%
• Power Efficiency 14%
• Conventional Design 14%
• Vision Application 14%
• Edge Detection 14%
• Design Support 14%
• Detection Power 14%
• Low-precision 14%
• Performance Bottleneck 14%
• Two-mode 14%
• Power Reduction 14%
• Light Intensity 14%
• Analog-to-digital Converter 14%
• Neural Network Computation 14%
• Convolution Operation 14%
• Neural Network Weights 14%
• Constrained Energy 14%
• Sense Mode 14%
• Zero-skipping 14%
• Ternary Weights 14%
• Lane Detection 14%
• Magnetic RAM 14%
• Network Workload 14%
• Analog Buffer 14%
• Embedded Edge Devices 14%
• Static Power Consumption 14%

Computer Science

• Neural Network 100%
• Convolutional Neural Network 100%
• Power Consumption 50%
• Big Data 25%
• Power Efficiency 25%
• Nonvolatile 25%
• Performance Bottleneck 25%
• Static Power 25%
• Convolution Operation 25%
• edge detection algorithm 25%
• lane detection 25%
• Analog-to-Digital Converter 25%

Engineering

• Convolutional Neural Network 100%
• Electric Power Utilization 50%
• Neural Network Weight 50%
• Energy Engineering 25%
• Big Data 25%
• Detection Algorithm 25%
• Edge Detection 25%
• Reliability Availability and Maintainability (Reliability Engineering) 25%
• Input Pixel 25%
• Analog-to-Digital Converter 25%