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A Comprehensive Survey to Face Hallucination
Wang, Nannan1; Tao, Dacheng2; Gao, Xinbo1; Li, Xuelong3; Li, Jie1
Department光学影像学习与分析中心
2014
Source PublicationINTERNATIONAL JOURNAL OF COMPUTER VISION
ISSN0920-5691
Volume106Issue:1Pages:9-30
AbstractThis 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.
SubtypeArticle
KeywordFace Hallucination Face Sketch-photo Synthesis Face Super-resolution Heterogeneous Image Transformation
WOS HeadingsScience & Technology ; Technology
DOI10.1007/s11263-013-0645-9
Indexed BySCI ; EI
WOS KeywordFERET EVALUATION METHODOLOGY ; PHOTO-SKETCH SYNTHESIS ; LOW-LEVEL VISION ; SPARSE REPRESENTATION ; RECOGNITION ALGORITHMS ; TEXTURE SYNTHESIS ; SUPERRESOLUTION ALGORITHMS ; IMAGE SUPERRESOLUTION ; RESIDUE COMPENSATION ; PATTERN-RECOGNITION
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000329626800001
Citation statistics
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/22391
Collection光学影像学习与分析中心
Affiliation1.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
Recommended Citation
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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