Mar 23, 2021 � We proposed a scalable fully pipelined BNN architecture, which targeted on maximizing throughput and keeping energy and resource efficiency in large FPGA.

A high-throughput scalable BNN accelerator with fully pipelined architecture ... FPGA-Based BNN Architecture in Time Domain with Low Storage and Power Consumption.

A high-throughput scalable BNN accelerator with fully pipelined architecture ... Scalable and efficient graph traversal on high-throughput cluster. Dongrui�...

In this paper, we present a fully pipelined and semi-parallel channel convolutional neural network hardware accelerator structure. This structure can trade�...

Feb 14, 2024 � In this paper, we present a fully pipelined and semi-parallel channel convolutional neural network hardware accelerator structure.

corresponding pluggable hardware structures, along with an unified reconfigurable BNN accelerator architecture that can efficiently run both regular and�...

Thus, we proposed a scalable fully pipelined BNN architecture, which targeted on maximizing throughput and keeping energy and resource efficiency in large FPGA.

This work proposes the first fully binarized Convolutional neural network accelerator (FBNA) architecture, in which all convolutional operations are�...

Jul 2, 2024 � The experimental results show that using our AMU achieves up to 9 � 9\times 9 � higher throughput and 112 � 112\times 112 � higher energy�...

Fully Pipelined CNN Architecture. Almost all of the existing FPGA accelerators are designed with the same idea as their GPU counterparts. As shown in. Fig. 3�...