Object recognition in optical camera communication enabled by image restoration

被引:4
作者
Guo, Meitong [1 ]
Zhang, Pinpin [1 ]
Sun, Yimao [1 ,2 ]
Zhang, Weihua [1 ]
Zhou, Yingjie [1 ]
Yang, Yanbing [1 ,2 ]
机构
[1] Sichuan Univ, Coll Comp Sci, Chengdu 610065, Peoples R China
[2] Sichuan Univ, Inst Ind Internet Res, Chengdu 610065, Peoples R China
基金
中国国家自然科学基金;
关键词
VISIBLE-LIGHT COMMUNICATION; VLC;
D O I
10.1364/OE.467659
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
As an important branch of visible light communication (VLC), optical camera communication (OCC) has received increasing attention recently, owing to its availability and low cost of deployment by re-using cameras as VLC receivers. However, cameras on popular smartphones and/or closed-circuit television systems have their primary function for taking pictures and recognizing objects, where the recorded images with objects are inevitable to be distorted by the coded light under OCC. To this end, we propose and experimentally demonstrate an improved OCC system which is able to achieve data communication and object recognition simultaneously. Basically, we devise an image restoration (IR) scheme to repair the pixels damaged by modulated light during data transmission, and it hence provides better image input to realize object recognition. Moreover, to maintain a reasonable data rate of OCC, we also engineer an object avoidance (OA) scheme to remove the negative effect caused by the object background in OCC frame. Finally, we implement a prototype of the proposed system to verify its performance on object recognition and communication, and experimental results show that the proposed IR can bring an improvement over 37% in terms of object recognition accuracy comparing to the baseline under a data rate of 5 kbps. (c) 2022 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement
引用
收藏
页码:37026 / 37037
页数:12
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