Intelligent Design of Home Products Based on Digital Intelligence Technology

Author:

Huang Linshi1

Affiliation:

1. Intelligent Manufacturing College , Zhengzhou University of Economics and Business , Zhengzhou , Henan , , China .

Abstract

Abstract Aiming at the problems of high cost and too much reliance on the creator’s inspiration in traditional home product design, this paper combines digital technology to design home products. Specifically, the attention mechanism is utilized to improve the YOLOv5 network, and the home products are identified through the improved technique to obtain the home product dataset. The generative adversarial network is trained using the dataset, the new design scheme is output through the trained generative adversarial network, and the generative model is evaluated using the IoU metrics to realize the intelligent design of home products. After the model design is completed, the home products are intelligently designed according to the customer’s requirements. The IoU values of the 3D voxel model are 0.6858, 0.6872, 0.7834, and 0.6268, which are more accurate than those of other methods with contours. The European furniture IoU value is 0.534, which is higher than the generation effect of other methods and the CE value of noise floats up and down at 0.110. The 3D voxel reconstruction works best when the projection view angle K is 6, and the table works best at K=8 with 0.65. Overall, the model generated in this paper modeled 3D home products with high definition, good quality, and design.

Publisher

Walter de Gruyter GmbH

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3