Color Based HDR Image Retrieval Using HSV Histogram and Color Moments

被引:0
作者
Khwildi, Raoua [1 ]
Zaid, Azza Ouled [1 ]
机构
[1] Univ Tunis El Manar, Lab Syst Commun, Ecole Natl Ingenieurs Tunis, BP 37 Belvedere, Tunis 1002, Tunisia
来源
2018 IEEE/ACS 15TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA) | 2018年
关键词
High Dynamic Range; Image retrieval; Global descriptor; HSV color histogram; Color moments;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this work, we address the problem of efficiently and accurately retrieving High Dynamic Range (HDR) images and displaying the retrieval results in Standard Dynamic Range (SDR) devices. The proposed approach considers a set of global descriptors for modeling an HDR image using vector of features that combines two color attributes: the color histogram based on the Hue-Saturation-Value (HSV) space and the color moments. The dissimilarity between images is measured using Manhattan distance. To evaluate the effectiveness of our retrieval system and conduct our tests, we created a collection of various HDR images. Experimental results demonstrate that the proposed method yields satisfactory results. It can accurately retrieve the similar HDR images. Moreover, we applied our retrieval method on Low Dynamic Range (LDR) version of the same dataset. The comparisons confirm that the features extracted from HDR images are more effective than those extracted from LDR ones.
引用
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页数:5
相关论文
共 15 条
[1]  
[Anonymous], 2009, Principles of Digital Image Processing, Core Algorithms
[2]  
[Anonymous], 2001, TEXT OF ISO IEC 3
[3]  
Banterle F., 2011, THEORY PRACTICE
[4]   High Dynamic Range Imaging and Low Dynamic Range Expansion for Generating HDR Content [J].
Banterle, Francesco ;
Debattista, Kurt ;
Artusi, Alessandro ;
Pattanaik, Sumanta ;
Myszkowski, Karol ;
Ledda, Patrick ;
Chalmers, Alan .
COMPUTER GRAPHICS FORUM, 2009, 28 (08) :2343-2367
[5]   Image retrieval: Ideas, influences, and trends of the new age [J].
Datta, Ritendra ;
Joshi, Dhiraj ;
Li, Jia ;
Wang, James Z. .
ACM COMPUTING SURVEYS, 2008, 40 (02)
[6]   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
[7]  
Durand F, 2002, ACM T GRAPHIC, V21, P257, DOI 10.1145/566570.566574
[8]   Image indexing using color correlograms [J].
Huang, J ;
Kumar, SR ;
Mitra, M ;
Zhu, WJ ;
Zabih, R .
1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, :762-768
[9]  
Khwildi R., 2016, SPIE INT C MACH VIS
[10]   Color and texture descriptors [J].
Manjunath, BS ;
Ohm, JR ;
Vasudevan, VV ;
Yamada, A .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2001, 11 (06) :703-715