HBucnna: Hybrid binary-unary convolutional neural network accelerator

Keyphrases

• Accelerator Architectures 20%
• Bandwidth Limitation 20%
• Batch Normalization 20%
• Binary Architecture 20%
• CNN Accelerator 20%
• Computational Power 40%
• Constant Coefficient Multiplier 40%
• Control Signal 20%
• Convolution Kernel 20%
• Convolutional Layer 40%
• Convolutional Neural Network 60%
• Convolutional Neural Network Accelerator 100%
• Field Programmable Gate Arrays 40%
• Hardware Cost 20%
• High Performance 20%
• Inference Tasks 20%
• Latency 20%
• Memory Bandwidth 20%
• Memory Footprint 20%
• Numerics 20%
• Pipeline Parallelism 20%
• Power Energy 20%
• Reconfigurable 20%
• Reconfiguration 20%
• ResNet18 20%
• Unary 100%

Computer Science

• Bandwidth Requirement 16%
• Batch Normalization 16%
• Computational Power 33%
• Constant Coefficient 33%
• Control Signal 16%
• Convolutional Layer 33%
• Convolutional Neural Network 100%
• Field Programmable Gate Arrays 33%
• Hardware Cost 16%
• Inference Task 16%
• Memory Bandwidth 16%
• Memory Footprint 16%
• Residual Neural Network 16%