Robust interactive image segmentation using convex active contours

The state-of-the-art interactive image segmentation algorithms are sensitive to the user inputs and often unable to produce an accurate boundary with a small amount of user interaction. They frequently rely on laborious user editing to refine the segmentation boundary. In this paper, we propose a ro...

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Main Authors: Nguyen, Thi Nhat Anh, Cai, Jianfei, Zhang, Juyong, Zheng, Jianmin
Other Authors: School of Computer Engineering
Format: Article
Language:English
Published: 2013
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Online Access:https://hdl.handle.net/10356/98839
http://hdl.handle.net/10220/13481
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-988392020-05-28T07:18:55Z Robust interactive image segmentation using convex active contours Nguyen, Thi Nhat Anh Cai, Jianfei Zhang, Juyong Zheng, Jianmin School of Computer Engineering DRNTU::Engineering::Computer science and engineering The state-of-the-art interactive image segmentation algorithms are sensitive to the user inputs and often unable to produce an accurate boundary with a small amount of user interaction. They frequently rely on laborious user editing to refine the segmentation boundary. In this paper, we propose a robust and accurate interactive method based on the recently developed continuous-domain convex active contour model. The proposed method exhibits many desirable properties of an effective interactive image segmentation algorithm, including robustness to user inputs and different initializations, the ability to produce a smooth and accurate boundary contour, and the ability to handle topology changes. Experimental results on a benchmark data set show that the proposed tool is highly effective and outperforms the state-of-the-art interactive image segmentation algorithms. 2013-09-16T06:53:12Z 2019-12-06T20:00:10Z 2013-09-16T06:53:12Z 2019-12-06T20:00:10Z 2012 2012 Journal Article Nguyen, T. N. A., Cai, J., Zhang, J., & Zheng, J. (2012). Robust Interactive Image Segmentation Using Convex Active Contours. IEEE Transactions on Image Processing, 21(8), 3734-3743. 1057-7149 https://hdl.handle.net/10356/98839 http://hdl.handle.net/10220/13481 10.1109/TIP.2012.2191566 en IEEE transactions on image processing © 2012 IEEE
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering
spellingShingle DRNTU::Engineering::Computer science and engineering
Nguyen, Thi Nhat Anh
Cai, Jianfei
Zhang, Juyong
Zheng, Jianmin
Robust interactive image segmentation using convex active contours
description The state-of-the-art interactive image segmentation algorithms are sensitive to the user inputs and often unable to produce an accurate boundary with a small amount of user interaction. They frequently rely on laborious user editing to refine the segmentation boundary. In this paper, we propose a robust and accurate interactive method based on the recently developed continuous-domain convex active contour model. The proposed method exhibits many desirable properties of an effective interactive image segmentation algorithm, including robustness to user inputs and different initializations, the ability to produce a smooth and accurate boundary contour, and the ability to handle topology changes. Experimental results on a benchmark data set show that the proposed tool is highly effective and outperforms the state-of-the-art interactive image segmentation algorithms.
author2 School of Computer Engineering
author_facet School of Computer Engineering
Nguyen, Thi Nhat Anh
Cai, Jianfei
Zhang, Juyong
Zheng, Jianmin
format Article
author Nguyen, Thi Nhat Anh
Cai, Jianfei
Zhang, Juyong
Zheng, Jianmin
author_sort Nguyen, Thi Nhat Anh
title Robust interactive image segmentation using convex active contours
title_short Robust interactive image segmentation using convex active contours
title_full Robust interactive image segmentation using convex active contours
title_fullStr Robust interactive image segmentation using convex active contours
title_full_unstemmed Robust interactive image segmentation using convex active contours
title_sort robust interactive image segmentation using convex active contours
publishDate 2013
url https://hdl.handle.net/10356/98839
http://hdl.handle.net/10220/13481
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