A Comprehensive Survey to Face Hallucination

doi:10.1007/s11263-013-0645-9

OPT OpenIR > 光谱成像技术研究室

	A Comprehensive Survey to Face Hallucination
	Wang, Nannan 1; Tao, Dacheng2 ; Gao, Xinbo 1; Li, Xuelong3 ; Li, Jie 1
作者部门	光学影像学习与分析中心
	2014
发表期刊	INTERNATIONAL JOURNAL OF COMPUTER VISION
ISSN	0920-5691
卷号	106 期号:1 页码:9-30
摘要	This paper comprehensively surveys the development of face hallucination (FH), including both face super-resolution and face sketch-photo synthesis techniques. Indeed, these two techniques share the same objective of inferring a target face image (e.g. high-resolution face image, face sketch and face photo) from a corresponding source input (e.g. low-resolution face image, face photo and face sketch). Considering the critical role of image interpretation in modern intelligent systems for authentication, surveillance, law enforcement, security control, and entertainment, FH has attracted growing attention in recent years. Existing FH methods can be grouped into four categories: Bayesian inference approaches, subspace learning approaches, a combination of Bayesian inference and subspace learning approaches, and sparse representation-based approaches. In spite of achieving a certain level of development, FH is limited in its success by complex application conditions such as variant illuminations, poses, or views. This paper provides a holistic understanding and deep insight into FH, and presents a comparative analysis of representative methods and promising future directions.
文章类型	Article
关键词	Face Hallucination Face Sketch-photo Synthesis Face Super-resolution Heterogeneous Image Transformation
WOS标题词	Science & Technology ; Technology
DOI	10.1007/s11263-013-0645-9
收录类别	SCI ; EI
关键词[WOS]	FERET EVALUATION METHODOLOGY ; PHOTO-SKETCH SYNTHESIS ; LOW-LEVEL VISION ; SPARSE REPRESENTATION ; RECOGNITION ALGORITHMS ; TEXTURE SYNTHESIS ; SUPERRESOLUTION ALGORITHMS ; IMAGE SUPERRESOLUTION ; RESIDUE COMPENSATION ; PATTERN-RECOGNITION
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000329626800001
引用统计	被引频次：271[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.opt.ac.cn/handle/181661/22391
专题	光谱成像技术研究室
作者单位	1.Xidian Univ, Sch Elect Engn, VIPS Lab, Xian 710071, Peoples R China 2.Univ Technol Sydney, Fac Engn & Informat Technol, Ctr Quantum Computat & Intelligent Syst, Ultimo, NSW 2007, Australia 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian 710119, Shaanxi, Peoples R China
推荐引用方式 GB/T 7714	Wang, Nannan,Tao, Dacheng,Gao, Xinbo,et al. A Comprehensive Survey to Face Hallucination[J]. INTERNATIONAL JOURNAL OF COMPUTER VISION,2014,106(1):9-30.
APA	Wang, Nannan,Tao, Dacheng,Gao, Xinbo,Li, Xuelong,&Li, Jie.(2014).A Comprehensive Survey to Face Hallucination.INTERNATIONAL JOURNAL OF COMPUTER VISION,106(1),9-30.
MLA	Wang, Nannan,et al."A Comprehensive Survey to Face Hallucination".INTERNATIONAL JOURNAL OF COMPUTER VISION 106.1(2014):9-30.

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