Image processing for transmission line extraction and detection
This dissertation presents the image processing for transmission line extraction and detection. It includes the procedure to realize the size measurement of the transmission line on PCB to assist the electromagnetic analysis. The project is developed with python and opencv comprising three par...
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Nanyang Technological University
2022
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sg-ntu-dr.10356-1612622022-08-24T01:20:33Z Image processing for transmission line extraction and detection Zheng, Yu Tan Eng Leong School of Electrical and Electronic Engineering EELTan@ntu.edu.sg Engineering::Electrical and electronic engineering This dissertation presents the image processing for transmission line extraction and detection. It includes the procedure to realize the size measurement of the transmission line on PCB to assist the electromagnetic analysis. The project is developed with python and opencv comprising three parts, which are board extraction, transmission line detection and size measurement. The whole process involves the color model conversion (from RGB to HSV, RGB to grayscale), image smoothing (bilateral filtering), thresholding (OTSU adaptive threshold), image enhancement (morphological operation), contour findings, edge detection (Canny edge) and segmentation measurement. Through a combination of those methods in each step, we finally manage to extract the board from the background, detect all the transmission lines and measure their size. The size is measured in pixels rather than the actual length. Master of Science (Communications Engineering) 2022-08-24T01:20:33Z 2022-08-24T01:20:33Z 2022 Thesis-Master by Coursework Zheng, Y. (2022). Image processing for transmission line extraction and detection. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/161262 https://hdl.handle.net/10356/161262 en application/pdf Nanyang Technological University |
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Engineering::Electrical and electronic engineering Zheng, Yu Image processing for transmission line extraction and detection |
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This dissertation presents the image processing for transmission line extraction
and detection. It includes the procedure to realize the size measurement of the
transmission line on PCB to assist the electromagnetic analysis. The project is
developed with python and opencv comprising three parts, which are board extraction,
transmission line detection and size measurement. The whole process involves the
color model conversion (from RGB to HSV, RGB to grayscale), image smoothing
(bilateral filtering), thresholding (OTSU adaptive threshold), image enhancement
(morphological operation), contour findings, edge detection (Canny edge) and
segmentation measurement. Through a combination of those methods in each step, we
finally manage to extract the board from the background, detect all the transmission
lines and measure their size. The size is measured in pixels rather than the actual length. |
author2 |
Tan Eng Leong |
author_facet |
Tan Eng Leong Zheng, Yu |
format |
Thesis-Master by Coursework |
author |
Zheng, Yu |
author_sort |
Zheng, Yu |
title |
Image processing for transmission line extraction and detection |
title_short |
Image processing for transmission line extraction and detection |
title_full |
Image processing for transmission line extraction and detection |
title_fullStr |
Image processing for transmission line extraction and detection |
title_full_unstemmed |
Image processing for transmission line extraction and detection |
title_sort |
image processing for transmission line extraction and detection |
publisher |
Nanyang Technological University |
publishDate |
2022 |
url |
https://hdl.handle.net/10356/161262 |
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1743119472505389056 |