A simple deep learning based image illumination correction method for paintings

被引：7

作者：

Goswami, Suranjan ^{[1
]}

Singh, Satish Kumar ^{[1
]}

机构：

[1] IIIT Allahabad, IT, Allahabad 211015, Uttar Pradesh, India

来源：

PATTERN RECOGNITION LETTERS | 2020年 / 138卷

关键词：

Deep learning algorithm; Low space-time complexity; Image enhancement; RGB color image; High range variation;

D O I：

10.1016/j.patrec.2020.08.013

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Image illumination correction has been a long standing topic for research in the Computer Vision problem. However, all previous literature on this topic has either been statistical in nature in the sense that a specified algorithm has been developed for approaching a particular case of illumination normalization, or involves extremely complex deep learning methods for illumination correction of either one of over illuminated or under illuminated images. We present here a very simple deep learning based image illumination correction architecture which works on color images of paintings irrespective of whether they are under or over illuminated. We have tested the results using a synthetic database as well as on real world painting images of diverse nature. (C) 2020 Elsevier B.V. All rights reserved.

引用

页码：392 / 396

页数：5

共 13 条

[1] Next-generation sequencing yields a nearly complete mitochondrial genome of The Yarkand toad-headed agama (Phrynocephalus axillaris) from the Turpan Depression [J].

Chen, Dali ;

Li, Jun ;

Guo, Xianguang .

MITOCHONDRIAL DNA PART B-RESOURCES, 2019, 4 (01) :1198-1199

[2] Properties and performance of a center/surround retinex [J].

Jobson, DJ ;

Rahman, ZU ;

Woodell, GA .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (03) :451-462

[3]

Kingma DP., 2014, ACS SYM SER

[4] LightenNet: A Convolutional Neural Network for weakly illuminated image enhancement [J].

Li, Chongyi ;

Guo, Jichang ;

Porikli, Fatih ;

Pang, Yanwei .

PATTERN RECOGNITION LETTERS, 2018, 104 :15-22

[5]

Li S., 2005, ADV BIOMETRIC PERSON, V3781, P23

[6]

Lian ZC, 2011, LECT NOTES COMPUT SC, V6676, P350, DOI 10.1007/978-3-642-21090-7_41

[7] Making a "Completely Blind" Image Quality Analyzer [J].

Mittal, Anish ;

Soundararajan, Rajiv ;

Bovik, Alan C. .

IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (03) :209-212

[8]

Mustafa WA, 2014, 2014 IEEE INTERNATIONAL CONFERENCE ON CONTROL SYSTEM COMPUTING AND ENGINEERING, P366, DOI 10.1109/ICCSCE.2014.7072746

[9]

The Metropolitan Museum of Art New York, 2019, IMET COLL 2019 FGVC6

[10] Naturalness Preserved Enhancement Algorithm for Non-Uniform Illumination Images [J].

Wang, Shuhang ;

Zheng, Jin ;

Hu, Hai-Miao ;

Li, Bo .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (09) :3538-3548

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