An overview of contour detection approaches
Gong XY(宫新一)1,2; Hu Su1; De Xu1; Zhengtao Zhang1; Fei Shen1; Huabin Yang1
发表期刊International Journal of Automation and Computing
2018-12
卷号15期号:6页码:656-672
摘要

Object contour plays an important role in fields such as semantic segmentation and image classification. However, the extraction of the contour is a difficult task, especially when the contour is incomplete or unclosed. In this paper, existing contour detection approaches are  reviewed and roughly divided into three categories: pixel-based, edge-based, and region-based. In addition, while the traditional contour detection approaches have achieved a high degree of sophistication, deep convolutional neural networks (DCNNs) have demonstrated a good performance in image recognition, and therefore, the DCNNs based contour detection approaches are also covered in this paper. Furthermore, the future development of contour detection is analyzed and predicted.

关键词Contour Detection, Contour Salience, Gestalt Principle, Contour Grouping, Active Contour
收录类别EI
语种英语
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/23674
专题中科院工业视觉智能装备工程实验室_精密感知与控制
通讯作者Huabin Yang
作者单位1.中国科学院自动化研究所
2.中国科学院大学人工智能学院
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
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GB/T 7714
Gong XY,Hu Su,De Xu,et al. An overview of contour detection approaches[J]. International Journal of Automation and Computing,2018,15(6):656-672.
APA Gong XY,Hu Su,De Xu,Zhengtao Zhang,Fei Shen,&Huabin Yang.(2018).An overview of contour detection approaches.International Journal of Automation and Computing,15(6),656-672.
MLA Gong XY,et al."An overview of contour detection approaches".International Journal of Automation and Computing 15.6(2018):656-672.
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