2 papers
cs.AR2026
Design and Implementation of BNN-Based Object Detection on FPGA
Xuyu Zhao, Yunpeng Wu, Mengyuan Zhu +5
This paper implements a Binary Neural Network (BNN) based YOLOv3-tiny-like object detector on a low-cost FPGA. The network takes 320*320*3 RGB images as input. Its main convolution…
cs.AR2025
SONIQ: System-Optimized Noise-Injected Ultra-Low-Precision Quantization with Full-Precision Parity
Cyrus Zhou, Pedro Savarese, Zack Hassman +4
Ultra-low-precision inference can sharply reduce memory and latency but often degrades accuracy and relies on specialized hardware. We present SONIQ, a system-optimized, noise-inje…