计算机与数字工程2023，Vol.51Issue(11)：2650-2653,2723,5.DOI:10.3969/j.issn.1672-9722.2023.11.032
基于移动设备的三维人体重建
3D Human Body Reconstruction for Mobile Devices
摘要
Abstract
Aiming at the problems of large amount of calculation and high memory consumption of 3D reconstruction method,a 3D human model reconstruction method based on knowledge distillation is proposed,which is applied to e-commerce clothing cus-tomization.Resnet-18 is used to construct human front and side mask data sets,and extract information for male,female and neu-tral human features respectively,then the model is compressed by using the method of knowledge distillation,so that it can be de-ployed in mobile devices.Experiments show that this method can realize the reconstruction of three-dimensional human model on mobile devices with faster speed and less storage space.关键词
三维人体重建/知识蒸馏/移动设备/人体掩膜Key words
3D human body reconstruction/knowledge distillation/mobile equipment/human mask分类
农业科技引用本文复制引用
万乐玲,行鸿彦,王水璋,张晋宝..基于移动设备的三维人体重建[J].计算机与数字工程,2023,51(11):2650-2653,2723,5.基金项目
国家重点研发计划项目(编号:2021YFE0105500) （编号:2021YFE0105500）
国家自然科学基金项目(编号:62171228)资助. （编号:62171228）
