DNNExplorer: A Framework for Modeling and Exploring a Novel Paradigm of FPGA-based DNN Accelerator

Keyphrases

• FPGA-based 100%
• Novel Paradigm 100%
• DNN Accelerator 100%
• Design Paradigms 75%
• Accelerator Design 75%
• Accelerator Architectures 50%
• High Performance 25%
• Performance Improvement 25%
• Adaptation 25%
• Computational Resources 25%
• Design Space 25%
• Efficiency Improvement 25%
• Memory Resource 25%
• Adjustability 25%
• Tailor-made 25%
• Network Layer 25%
• Efficient Exploration 25%
• Xilinx 25%
• Automated Tool 25%
• FPGA Acceleration 25%
• Design Space Exploration 25%
• Layer-specific 25%
• High-dimensional Design 25%
• DSP Efficiency 25%
• Dynamic Design Space 25%

Computer Science

• Deep Neural Network 100%
• Field Programmable Gate Arrays 100%
• Paradigm Design 30%
• Experimental Result 10%
• Network Layer 10%
• Memory Resource 10%
• Design-Space Exploration 10%
• Automation Tool 10%