Literature DB >> 22180510

Underwater image enhancement by wavelength compensation and dehazing.

John Y Chiang1, Ying-Ching Chen.   

Abstract

Light scattering and color change are two major sources of distortion for underwater photography. Light scattering is caused by light incident on objects reflected and deflected multiple times by particles present in the water before reaching the camera. This in turn lowers the visibility and contrast of the image captured. Color change corresponds to the varying degrees of attenuation encountered by light traveling in the water with different wavelengths, rendering ambient underwater environments dominated by a bluish tone. No existing underwater processing techniques can handle light scattering and color change distortions suffered by underwater images, and the possible presence of artificial lighting simultaneously. This paper proposes a novel systematic approach to enhance underwater images by a dehazing algorithm, to compensate the attenuation discrepancy along the propagation path, and to take the influence of the possible presence of an artifical light source into consideration. Once the depth map, i.e., distances between the objects and the camera, is estimated, the foreground and background within a scene are segmented. The light intensities of foreground and background are compared to determine whether an artificial light source is employed during the image capturing process. After compensating the effect of artifical light, the haze phenomenon and discrepancy in wavelength attenuation along the underwater propagation path to camera are corrected. Next, the water depth in the image scene is estimated according to the residual energy ratios of different color channels existing in the background light. Based on the amount of attenuation corresponding to each light wavelength, color change compensation is conducted to restore color balance. The performance of the proposed algorithm for wavelength compensation and image dehazing (WCID) is evaluated both objectively and subjectively by utilizing ground-truth color patches and video downloaded from the Youtube website. Both results demonstrate that images with significantly enhanced visibility and superior color fidelity are obtained by the WCID proposed.

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Year:  2011        PMID: 22180510     DOI: 10.1109/TIP.2011.2179666

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  12 in total

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Authors:  Inhye Yoon; Seokhwa Jeong; Jaeheon Jeong; Doochun Seo; Joonki Paik
Journal:  Sensors (Basel)       Date:  2015-03-19       Impact factor: 3.576

3.  GoPros™ as an underwater photogrammetry tool for citizen science.

Authors:  Vincent Raoult; Peter A David; Sally F Dupont; Ciaran P Mathewson; Samuel J O'Neill; Nicholas N Powell; Jane E Williamson
Journal:  PeerJ       Date:  2016-04-25       Impact factor: 2.984

4.  Monocular Vision-Based Underwater Object Detection.

Authors:  Zhe Chen; Zhen Zhang; Fengzhao Dai; Yang Bu; Huibin Wang
Journal:  Sensors (Basel)       Date:  2017-08-03       Impact factor: 3.576

5.  Underwater Object Segmentation Based on Optical Features.

Authors:  Zhe Chen; Zhen Zhang; Yang Bu; Fengzhao Dai; Tanghuai Fan; Huibin Wang
Journal:  Sensors (Basel)       Date:  2018-01-12       Impact factor: 3.576

6.  Impact of Dehazing on Underwater Marker Detection for Augmented Reality.

Authors:  Marek Žuži; Jan Čejka; Fabio Bruno; Dimitrios Skarlatos; Fotis Liarokapis
Journal:  Front Robot AI       Date:  2018-08-14

7.  Single Image Defogging Method Based on Image Patch Decomposition and Multi-Exposure Image Fusion.

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Review 8.  The Hierarchic Treatment of Marine Ecological Information from Spatial Networks of Benthic Platforms.

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9.  An Automated Pipeline for Image Processing and Data Treatment to Track Activity Rhythms of Paragorgia arborea in Relation to Hydrographic Conditions.

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Journal:  Sensors (Basel)       Date:  2020-11-04       Impact factor: 3.576

10.  Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling.

Authors:  Yan-Tsung Peng; Yen-Rong Chen; Zihao Chen; Jung-Hua Wang; Shih-Chia Huang
Journal:  Sensors (Basel)       Date:  2022-03-10       Impact factor: 3.576

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