HIGH DYNAMIC RANGE IMAGE TONE MAPPING BASED ON LAYER DECOMPOSITION AND IMAGE FUSION

被引:2
作者
Han, Xueyu [1 ]
Rahardja, Susanto [1 ,2 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian, Peoples R China
[2] Singapore Inst Technol, Infocomm Technol Cluster, Singapore, Singapore
来源
2023 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP | 2023年
关键词
Tone mapping; layer decomposition; image fusion;
D O I
10.1109/ICIP49359.2023.10222825
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Common displays have limited dynamic range and therefore cannot support direct reproduction of high dynamic range (HDR) images. Generally, this gap can be effectively solved by image tone mapping. One of the typical tone mapping methods is known as layer decomposition based algorithms. They decompose an HDR image into base and detail layers, and reduce the dynamic range by employing gamma functions on the base layer. However, simple gamma curves are not sufficient to produce good local contrasts. This paper proposes a layer decomposition based method by utilizing image fusion techniques to enhance local contrasts. Our method constructs virtual images to stretch dark, normal and bright regions of the base layer respectively and fuses them together for contrast enhancement. Experimental results validate that the proposed method produces enhanced local contrasts and more natural colors in the tone-mapped images.
引用
收藏
页码:221 / 225
页数:5
相关论文
共 16 条
[1]  
[Anonymous], HDR Image Gallery
[2]  
Banic N, 2016, EUR SIGNAL PR CONF, P943, DOI 10.1109/EUSIPCO.2016.7760387
[3]   Adaptive logarithmic mapping for displaying high contrast scenes [J].
Drago, F ;
Myszkowski, K ;
Annen, T ;
Chiba, N .
COMPUTER GRAPHICS FORUM, 2003, 22 (03) :419-426
[4]   Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction [J].
Fahim, Masud An-Nur Islam ;
Jung, Ho Yub .
SENSORS, 2020, 20 (16) :1-16
[5]   Blind Quality Assessment of Tone-Mapped Images Via Analysis of Information, Naturalness, and Structure [J].
Gu, Ke ;
Wang, Shiqi ;
Zhai, Guangtao ;
Ma, Siwei ;
Yang, Xiaokang ;
Lin, Weisi ;
Zhang, Wenjun ;
Gao, Wen .
IEEE TRANSACTIONS ON MULTIMEDIA, 2016, 18 (03) :432-443
[6]  
He KM, 2015, Arxiv, DOI [arXiv:1505.00996, DOI 10.48550/ARXIV.1505.00996]
[7]   Tone-Mapping Using Perceptual-Quantizer and Image Histogram [J].
Khan, Ishtiaq Rasool ;
Aziz, Wajid ;
Shim, Seong-O. .
IEEE ACCESS, 2020, 8 :31350-31358
[8]   A Hybrid l1-l0 to Layer Decomposition Model for Tone Mapping [J].
Liang, Zhetong ;
Xu, Jun ;
Zhang, David ;
Cao, Zisheng ;
Zhang, Lei .
2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, :4758-4766
[9]   Exposure Fusion: A Simple and Practical Alternative to High Dynamic Range Photography [J].
Mertens, T. ;
Kautz, J. ;
Van Reeth, F. .
COMPUTER GRAPHICS FORUM, 2009, 28 (01) :161-171
[10]   Novel Tone Mapping Method via Macro-Micro Modeling of Human Visual System [J].
Miao, Disheng ;
Zhu, Zhongjie ;
Bai, Yongqiang ;
Jiang, Gangyi ;
Duan, Zhiyong .
IEEE ACCESS, 2019, 7 :118359-118369