Low-Power Binary Neural Network Accelerator with Scalable Processing and Bit-Stream Input
This paper presents the design, simulation, and ASIC-focused implementation of a Binary Convolutional Neural Network (BCNN) tailored for energy-efficient edge AI applications. The proposed architecture utilizes binarized weights and activations, substituting standard multipliers with XNOR-popcount operations to reduce...