Deep Learning for Free-Hand Sketch: A Survey

doi:10.1109/TPAMI.2022.3148853

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	Deep Learning for Free-Hand Sketch: A Survey
	Xu, Peng 4; Hospedales, Timothy M.3; Yin, Qiyue 2; Song, Yi-Zhe 1; Xiang, Tao 1; Wang, Liang 2
刊名	IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
	2023
卷号	45 期号:1 页码:285-312
关键词	Free-hand sketch deep learning survey introductory taxonomy
ISSN号	0162-8828
DOI	10.1109/TPAMI.2022.3148853
通讯作者	Xu, Peng(peng.xu@eng.ox.ac.uk)
英文摘要	Free-hand sketches are highly illustrative, and have been widely used by humans to depict objects or stories from ancient times to the present. The recent prevalence of touchscreen devices has made sketch creation a much easier task than ever and consequently made sketch-oriented applications increasingly popular. The progress of deep learning has immensely benefited free-hand sketch research and applications. This paper presents a comprehensive survey of the deep learning techniques oriented at free-hand sketch data, and the applications that they enable. The main contents of this survey include: (i) A discussion of the intrinsic traits and unique challenges of free-hand sketch, to highlight the essential differences between sketch data and other data modalities, e.g., natural photos. (ii) A review of the developments of free-hand sketch research in the deep learning era, by surveying existing datasets, research topics, and the state-of-the-art methods through a detailed taxonomy and experimental evaluation. (iii) Promotion of future work via a discussion of bottlenecks, open problems, and potential research directions for the community.
WOS关键词	IMAGE RETRIEVAL ; VECTORIZATION ; RECOGNITION ; EXTRACTION ; GENERATION ; FEATURES ; MODELS ; ROBUST
WOS研究方向	Computer Science ; Engineering
语种	英语
出版者	IEEE COMPUTER SOC
WOS记录号	WOS:000899419900018
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/51102]
专题	复杂系统认知与决策实验室
通讯作者	Xu, Peng
作者单位	1.Univ Surrey, Ctr Vis Speech & Signal Proc CVSSP, Comp Vis & Machine Learning, Guildford GU2 7XH, England 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China 3.Univ Edinburgh, Sch Informat, Edinburgh EH8 9YL, Scotland 4.Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
推荐引用方式 GB/T 7714	Xu, Peng,Hospedales, Timothy M.,Yin, Qiyue,et al. Deep Learning for Free-Hand Sketch: A Survey[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2023,45(1):285-312.
APA	Xu, Peng,Hospedales, Timothy M.,Yin, Qiyue,Song, Yi-Zhe,Xiang, Tao,&Wang, Liang.(2023).Deep Learning for Free-Hand Sketch: A Survey.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,45(1),285-312.
MLA	Xu, Peng,et al."Deep Learning for Free-Hand Sketch: A Survey".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 45.1(2023):285-312.