Deep Learning for Logo Detection: A Survey

doi:10.1145/3611309

	Deep Learning for Logo Detection: A Survey
	Hou, Sujuan 1; Li, Jiacheng 1; Min, Weiqing 2; Hou, Qiang 1; Zhao, Yanna 1; Zheng, Yuanjie 1; Jiang, Shuqiang 2
	2024-03-01
发表期刊	ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS
ISSN	1551-6857
卷号	20 期号:3 页码:23
摘要	Logo detection has gradually become a research hotspot in the field of computer vision and multimedia for its various applications, such as social media monitoring, intelligent transportation, and video advertising recommendation. Recent advances in this area are dominated by deep learning-based solutions, where many datasets, learning strategies, network architectures, and loss functions have been employed. This article reviews the advance in applying deep learning techniques to logo detection. First, we discuss a comprehensive account of public datasets designed to facilitate performance evaluation of logo detection algorithms, which tend to be more diverse, more challenging, and more reflective of real life. Next, we perform an in-depth analysis of the existing logo detection strategies and their strengths and weaknesses of each learning strategy. Subsequently, we summarize the applications of logo detection in various fields, from intelligent transportation and brand monitoring to copyright and trademark compliance. Finally, we analyze the potential challenges and present the future directions for the development of logo detection. This study aims better to inform readers about the current state of logo detection and encourage more researchers to get involved in logo detection.
关键词	Logo detection computer vision deep learning datasets
DOI	10.1145/3611309
收录类别	SCI
语种	英语
资助项目	National Nature Science Foundation of China[62072289] ; National Nature Science Foundation of China[61972378] ; National Nature Science Foundation of China[U19B2040] ; CAAI-Huawei MindSpore Open Fund
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号	WOS:001153381000012
出版者	ASSOC COMPUTING MACHINERY
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/38352
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Hou, Sujuan
作者单位	1.Shandong Normal Univ, Sch Informat Sci & Engn, 1 Daxue Rd, Shandong 250358, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, 6 Kexueyuan South Rd, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Hou, Sujuan,Li, Jiacheng,Min, Weiqing,et al. Deep Learning for Logo Detection: A Survey[J]. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,2024,20(3):23.
APA	Hou, Sujuan.,Li, Jiacheng.,Min, Weiqing.,Hou, Qiang.,Zhao, Yanna.,...&Jiang, Shuqiang.(2024).Deep Learning for Logo Detection: A Survey.ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,20(3),23.
MLA	Hou, Sujuan,et al."Deep Learning for Logo Detection: A Survey".ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS 20.3(2024):23.