Super-sampling by learning-based super-resolution

被引：0

作者：

Du, Ping ^{[1
]}

Zhang, Jinhuan ^{[1
]}

Long, Jun ^{[1
]}

机构：

[1] Cent South Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China

来源：

INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING | 2020年 / 21卷 / 02期

基金：

国家高技术研究发展计划(863计划); 中国国家自然科学基金;

关键词：

texture synthesis; super-resolution; image manifold; CONVOLUTIONAL NEURAL-NETWORK; FACE RECOGNITION;

D O I：

暂无

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

In this paper, we present a novel problem of intelligent image processing, which is how to infer a finer image in terms of intensity levels for a given image. We explain the motivation for this effort and present a simple technique that makes it possible to apply the existing learning-based super-resolution methods to this new problem. As a result of the adoption of the intelligent methods, the proposed algorithm needs notably little human assistance. We also verify our algorithm experimentally in the paper.

引用

页码：249 / 257

页数：9

共 19 条

[1]

[Anonymous], INT J COMPUTATIONAL

[2]

[Anonymous], P SPIE COS PHOT AS I

[3]

[Anonymous], ADV NEURAL INFORM PR

[4] Image representations for visual learning [J].

Beymer, D ;

Poggio, T .

SCIENCE, 1996, 272 (5270) :1905-1909

[5] Pose-Robust Recognition of Low-Resolution Face Images [J].

Biswas, Soma ;

Aggarwal, Gaurav ;

Flynn, Patrick J. ;

Bowyer, Kevin W. .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2013, 35 (12) :3037-3049

[6] Super-resolution through neighbor embedding [J].

Chang, H ;

Yeung, DY ;

Xiong, Y .

PROCEEDINGS OF THE 2004 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, 2004, :275-282

[7] Gradient-based adaptive interpolation in super-resolution image restoration [J].

Chu, Jinyu ;

Liu, Ju ;

Qiao, Jianping ;

Wang, Xiaoling ;

Li, Yujun .

ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, :1027-+

[8] Image manifolds which are isometric to Euclidean space [J].

Donoho, DL ;

Grimes, C .

JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2005, 23 (01) :5-24

[9] Near infrared face recognition by combining Zernike moments and undecimated discrete wavelet transform [J].

Farokhi, Sajad ;

Shamsuddin, Siti Mariyam ;

Sheikh, U. U. ;

Flusser, Jan ;

Khansari, Mohammad ;

Jafari-Khouzani, Kourosh .

DIGITAL SIGNAL PROCESSING, 2014, 31 :13-27

[10]

Freeman H., 1974, Computing Surveys, V6, P57, DOI 10.1145/356625.356627

← 1 2 →