BriefGPT.xyz
Apr, 2023
面向硬件高效块设计的算术强度平衡卷积
Arithmetic Intensity Balancing Convolution for Hardware-aware Efficient Block Design
HTML
PDF
Shinkook Choi, Junkyeong Choi
TL;DR
本文提出了算法强度平衡卷积(ABConv)以解决使用小空间大小进行卷积时整体强度受到限制的问题，并在不牺牲准确性的前提下显著降低了延迟。测试了其在各种配置中的延迟和硬件性能，并将其用于CIFAR100的图像分类。
Abstract
As
deep learning
advances,
edge devices
and
lightweight neural networks
are becoming more important. To reduce latency in the AI accelerat
→