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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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 |
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DRNTU::Engineering::Computer science and engineering Nguyen, Thi Nhat Anh Cai, Jianfei Zhang, Juyong Zheng, Jianmin Robust interactive image segmentation using convex active contours |
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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. |
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School of Computer Engineering |
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School of Computer Engineering Nguyen, Thi Nhat Anh Cai, Jianfei Zhang, Juyong Zheng, Jianmin |
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Article |
author |
Nguyen, Thi Nhat Anh Cai, Jianfei Zhang, Juyong Zheng, Jianmin |
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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 |
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Robust interactive image segmentation using convex active contours |
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Robust interactive image segmentation using convex active contours |
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robust interactive image segmentation using convex active contours |
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2013 |
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https://hdl.handle.net/10356/98839 http://hdl.handle.net/10220/13481 |
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