Image processing module of an underwater robot agent for remote data collection
Vision system plays a crucial role in the field of underwater robotics and Oceanography, such as marine investigation and object detection. However, the quality of the underwater images captured is greatly impacted due to water turbidity, light scattering and absorption in the water. This issue wil...
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Nanyang Technological University
2020
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sg-ntu-dr.10356-1451752023-07-07T17:51:35Z Image processing module of an underwater robot agent for remote data collection Chau, Yuen Ling Hu, Guoqiang School of Electrical and Electronic Engineering GQHu@ntu.edu.sg Engineering::Electrical and electronic engineering Vision system plays a crucial role in the field of underwater robotics and Oceanography, such as marine investigation and object detection. However, the quality of the underwater images captured is greatly impacted due to water turbidity, light scattering and absorption in the water. This issue will affect the quality of data collected which leads to inefficient extraction of information. Hence, this report presents and discusses the proposed methods of Canny Edge Detector, Dark Channel Prior(DCP) and Contrast Limited Adaptive Histogram Equalization(CLAHE) to tackle the underwater haze and noise filter and enhancement of the underwater images to lead to a more efficient extraction of information. Algorithms and software modules such as Convolutional Neural Network (CNN) and Python will be used to process the underwater images. Bachelor of Engineering (Electrical and Electronic Engineering) 2020-12-14T11:57:40Z 2020-12-14T11:57:40Z 2020 Final Year Project (FYP) https://hdl.handle.net/10356/145175 en A1262-192 application/pdf Nanyang Technological University |
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Engineering::Electrical and electronic engineering Chau, Yuen Ling Image processing module of an underwater robot agent for remote data collection |
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Vision system plays a crucial role in the field of underwater robotics and Oceanography, such as marine investigation and object detection. However, the quality of the underwater images captured is greatly impacted due to water turbidity, light scattering and absorption in the water. This issue will affect the quality of data collected which leads to inefficient extraction of information. Hence, this report presents and discusses the proposed methods of Canny Edge Detector, Dark Channel Prior(DCP) and Contrast Limited Adaptive Histogram Equalization(CLAHE) to tackle the underwater haze and noise filter and enhancement of the underwater images to lead to a more efficient extraction of information. Algorithms and software modules such as Convolutional Neural Network (CNN) and Python will be used to process the underwater images. |
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Hu, Guoqiang |
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Hu, Guoqiang Chau, Yuen Ling |
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Final Year Project |
author |
Chau, Yuen Ling |
author_sort |
Chau, Yuen Ling |
title |
Image processing module of an underwater robot agent for remote data collection |
title_short |
Image processing module of an underwater robot agent for remote data collection |
title_full |
Image processing module of an underwater robot agent for remote data collection |
title_fullStr |
Image processing module of an underwater robot agent for remote data collection |
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Image processing module of an underwater robot agent for remote data collection |
title_sort |
image processing module of an underwater robot agent for remote data collection |
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Nanyang Technological University |
publishDate |
2020 |
url |
https://hdl.handle.net/10356/145175 |
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1772826217156706304 |