Open access
2026
A Suitability Score to Optimize CNNs on an FPGA Accelerator
This paper proposes an optimization methodology for convolutional neural networks (CNNs) on field programmable gate arrays (FPGAs) under strict latency and hardware constraints. The approach integrates CNN model restructuring, hardware-aware scheduling, and FPGA-based hardware-software co-design to reduce computational...
Serkan Sağlam, Mark Zwolinski
· IEEE Access · 0 citations