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Illuminance Compensation and Texture Enhancement via the Hodge Decomposition
Wu, Jian1; Zhang, Bob2; Xu, Yong1,4; Zhang, David3,5
2021-03-01
Source PublicationIEEE Transactions on Circuits and Systems for Video Technology
ISSN1051-8215
Volume31Issue:3Pages:956-971
Abstract

Image brightness in color representation has caught active research interests, while its influence to texture features is relatively rarely studied. In this paper, we address the issue of illuminance, or brightness, interference to texture descriptors, especially to the Gabor filter based approaches. Firstly, we reveal the fact that the Gabor filter response linearly drifts with the illuminance. Secondly, the Hodge decomposition is introduced, and a linear regression model is presented to interpret the linear drift phenomenon. An interesting connection with the intrinsic image decomposition is established. Finally, a partial differential equation based method is proposed to compensate the drift issue. Consequently, the texture of the compensated image is enhanced. Extensive experiments are conducted to verify the proposed statements. The proposed linear regression model is verified empirically, and the compensation performances are demonstrated. Classification results on various databases indicate that the compensation can effectively improve the capacity of many existing texture description methods. Especially, the results show that the boosting effect on some deep learning based methods is also valid.

KeywordDrift Compensation Harmonic Function Hodge Decomposition Illuminance Interference Texture Descriptor
DOI10.1109/TCSVT.2020.2997856
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaEngineering
WOS SubjectEngineering, Electrical & Electronic
WOS IDWOS:000626532100010
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 445 HOES LANE, PISCATAWAY, NJ 08855-4141
Scopus ID2-s2.0-85102239981
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorXu, Yong
Affiliation1.School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China
2.Department of Computer and Information Science, University of Macau, Macau, Macao
3.School of Science and Engineering, Chinese University of Hong Kong, Shenzhen, China
4.Shenzhen Key Laboratory of Visual Object Detection and Recognition, Shenzhen 518055, China
5.Shenzhen Institute of Artificial Intelligence and Robotics for Society, Shenzhen 518129, China
Recommended Citation
GB/T 7714
Wu, Jian,Zhang, Bob,Xu, Yong,et al. Illuminance Compensation and Texture Enhancement via the Hodge Decomposition[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2021, 31(3), 956-971.
APA Wu, Jian., Zhang, Bob., Xu, Yong., & Zhang, David (2021). Illuminance Compensation and Texture Enhancement via the Hodge Decomposition. IEEE Transactions on Circuits and Systems for Video Technology, 31(3), 956-971.
MLA Wu, Jian,et al."Illuminance Compensation and Texture Enhancement via the Hodge Decomposition".IEEE Transactions on Circuits and Systems for Video Technology 31.3(2021):956-971.
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