In this community review report, we discuss applications and techniques for fast machine
learning (ML) in science—the concept of integrating powerful ML methods into the real-time …

Modern datacenters are reinforcing the computational power and energy efficiency by
assimilating field programmable gate arrays (FPGAs). The sustainability of this large-scale …

In recent years, heterogeneous computing has emerged as the vital way to increase
computers? performance and energy efficiency by combining diverse hardware devices …

Images when processed using various enhancement techniques often lead to edge
degradation and other unwanted artifacts such as halos. These artifacts pose a major …

Integration of FPGAs in datacenters might have different motivations from acceleration to
energy efficiency, but the goal of better performance tops all. FPGAs are being utilized in a …

The new era of computing is not CPU-centric but enriched with all the heterogeneous
computing resources including the reconfigurable fabric. In multi-FPGA architecture, either …

In the embedded device market, custom hardware platforms such as an application specific
integrated circuit (ASIC) and a field programmable gate array (FPGA) are attractive thanks to …

High demand for increased computational capabilities and power efficiency has resulted in
making commodity devices integrating diverse hardware resources. Desktops, laptops, and …

The emergence of CPU-FPGA hybrid architectures creates a demand for high abstraction
programming tools such as High-Level Synthesis (HLS). HLS handles most of the FPGA …