DNNBuilder: An automated tool for building high-performance DNN hardware accelerators for FPGAs

Keyphrases

• High Performance 100%
• Automated Tool 100%
• Deep Neural Network 100%
• Neural Network Accelerator 100%
• Novel Technique 28%
• Layered Structure 28%
• Caching Scheme 28%
• Cloud Computing 28%
• Fine-grained Layer 28%
• Pipelined Architecture 28%
• Edge Computing 28%
• High-throughput 14%
• Resource Allocation 14%
• High Efficiency 14%
• Parallelization 14%
• On-chip Memory 14%
• Latency 14%
• Limited Resources 14%
• Hardware Implementation 14%
• GPU-based 14%
• Real-time Performance 14%
• Resource Availability 14%
• Conventional Design 14%
• Neural Network System 14%
• Network Construction 14%
• FPGA-based 14%
• Data Reuse 14%
• Latency Constraint 14%
• Reduced Latency 14%
• Exploration Tool 14%
• Edge Devices 14%
• Object Detection 14%
• Hardware Verification 14%
• Video Input 14%
• FPGA Resources 14%
• External Memory Access 14%
• Resource Challenges 14%
• Network Complexity 14%
• HD Video 14%
• AlexNet 14%
• TensorFlow 14%
• Reuse Behavior 14%
• VGG16 14%
• Automatic Design Space Exploration 14%
• Deep Neural Network Accelerator 14%
• Caffe 14%
• Cloud Phone 14%

Computer Science

• Hardware Accelerator 100%
• Automated Tool 100%
• Deep Neural Network 100%
• Cloud Computing 25%
• Edge Computing 25%
• Pipeline Architecture 25%
• Parallelism 12%
• Neural Network 12%
• Resource Allocation 12%
• Hardware Implementation 12%
• High Throughput 12%
• Real Time Performance 12%
• Data Reuse 12%
• Memory Access 12%
• External Memory 12%
• Network Component 12%
• Resource Availability 12%
• Object Detection 12%
• Design-Space Exploration 12%
• Automatic Design 12%