HBUNN - Hybrid binary-unary neural network: Realizing a complete CNN on an FPGA

Keyphrases

• Neural Network 100%
• Unary 100%
• Hardware Cost 40%
• Neural Network Architecture 40%
• Regularizer 40%
• Area Cost 40%
• Binary Architecture 40%
• High Performance 20%
• Error Rate 20%
• Large-scale Networks 20%
• Proposed Architecture 20%
• Pipeline Parallelism 20%
• Memory Bandwidth 20%
• Cost Performance 20%
• Delay Cost 20%
• Computational Power 20%
• On-chip Memory 20%
• Cost-aware 20%
• Convolutional Neural Network 20%
• FPGA Platform 20%
• Batch Normalization 20%
• Constant Coefficient Multiplier 20%
• Bandwidth Limitation 20%
• Fully Parallel 20%
• Network Use 20%
• Multiply-accumulate 20%
• Proposed Work 20%
• ResNet18 20%
• Training Scheme 20%
• Multiply-accumulate Operation 20%

Computer Science

• Convolutional Neural Network 100%
• Neural Network 100%
• Field Programmable Gate Arrays 100%
• Hardware Cost 50%
• Neural Network Architecture 50%
• Trained Network 25%
• Residual Neural Network 25%
• Batch Normalization 25%
• Bandwidth Requirement 25%
• Memory Bandwidth 25%
• Constant Coefficient 25%
• Computational Power 25%
• Binary Equivalent 25%