Residential College | false |
Status | 已發表Published |
Illuminance Compensation and Texture Enhancement via the Hodge Decomposition | |
Wu, Jian1; Zhang, Bob2; Xu, Yong1,4; Zhang, David3,5 | |
2021-03-01 | |
Source Publication | IEEE Transactions on Circuits and Systems for Video Technology |
ISSN | 1051-8215 |
Volume | 31Issue: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. |
Keyword | Drift Compensation Harmonic Function Hodge Decomposition Illuminance Interference Texture Descriptor |
DOI | 10.1109/TCSVT.2020.2997856 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Engineering |
WOS Subject | Engineering, Electrical & Electronic |
WOS ID | WOS:000626532100010 |
Publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 445 HOES LANE, PISCATAWAY, NJ 08855-4141 |
Scopus ID | 2-s2.0-85102239981 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Corresponding Author | Xu, Yong |
Affiliation | 1.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. |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment