Comparative Study of Low Bit-width DNN Accelerators: Opportunities and Challenges

Keyphrases

• Architectural Constraints 50%
• Bit-width 100%
• Deep Neural Network 50%
• Deep Neural Network Acceleration 50%
• Deep Neural Network Accelerator 100%
• Deep Neural Network Inference 50%
• Digital Processing 50%
• Gemmini 50%
• In-memory 100%
• Low-bit 100%
• Low-power Accelerators 50%
• Memory Wall 50%
• Performance Improvement 50%
• Processing-In-Memory Architectures 50%
• Security Issues 50%
• Von Neumann Architecture 50%

Computer Science

• Application Specific Integrated Circuit 25%
• Architectural Constraint 25%
• Deep Neural Network 100%
• In-Memory Processing 50%
• Memory Architecture 25%
• Network Inference 25%
• Performance Improvement 25%
• Security Challenge 25%
• Von Neumann Architecture 25%