Image co-segmentation using dual active contours

被引:13
|
作者
Ghosh, Ashish [1 ]
Bandyopadhyay, Sanmoy [1 ]
机构
[1] Indian Stat Inst, Ctr Soft Comp Res, Kolkata 700108, India
关键词
Co-segmentation; Active contour model; Chan-Vese active contour; Dual-geometric active contours; Inner contour; Outer contour; Gradient descent; MARKOV RANDOM-FIELD; COSEGMENTATION; STRATEGY; MODEL;
D O I
10.1016/j.asoc.2018.02.034
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article a novel algorithm is proposed to segment a pair of images simultaneously (co-segmentation) for extracting common objects. The task of co-segmentation has been performed using the dual geometric active contour model. Both the contours (of the objects) are initialized and evolved simultaneously in the given images. As the contours proceed towards the boundary of the common object(s) present in the images, energy value gets reduced. The contours are allowed to evolve until both the inner and the outer contours coincide at the object boundary. The resultant images formed are known as the co-segmented images. The proposed approach is evaluated on 20 benchmark datasets and compared with the state-of-the-art methods. Results show that the performance of the proposed method is better than the compared methods. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:413 / 427
页数:15
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