In recent years, Convolutional Neural Networks (CNNs) have demonstrated outstanding
results in several emerging classification tasks. The high-quality predictions are often …

Cloud deployments now increasingly exploit Field-Programmable Gate Array (FPGA)
accelerators as part of virtual instances. While cloud FPGAs are still essentially single …

Abstract In recent years, Convolution Neural Networks (CNN) have been extensively
adopted in broad Artificial Intelligence (AI) applications and have demonstrated ability and …

FPGA-based accelerators have shown great potential in improving the performance of CNN
inference. However, the existing FPGA-based approaches suffer from a low compute unit …

FPGA-based accelerators have shown great potential in improving the performance of CNN
inference. However, the existing FPGA-based approaches suffer from a low compute unit …