Underwater Object Segmentation Algorithm Based on Depth Information

Author:

Zhu Xiaowen,Hu Zheyu,Tu Dawei,Zhang Xu

Abstract

Abstract In the process of developing the ocean, the underwater robot's accurate positioning of the object is the key to the success of the underwater mission. Due to the interference of environment and other factors, the traditional GrabCut algorithm cannot accurately locate the target from the image collected by the visual sensor. This paper proposes an image segmentation algorithm based on depth Information, which is improved on the GrabCut algorithm and fuses depth information. First, the foreground area of the original image is extracted by using the depth information of the image to become a new image to be segmented. Then, two interactive operations are conducted on the new image. Finally, GrabCut algorithm is used to obtain the segmentation result of the target. Compared with GrabCut algorithm, the algorithm in this paper is more effective, which can improve segmentation accuracy and target positioning effect.

Publisher

IOP Publishing

Subject

General Engineering

Reference7 articles.

1. Image retargeting based on global energy optimization[P]. Multimedia and Expo, 2009. ICME 2009;Ren,2009

2. OBSIR: Object-based stereo image retrieval[P]. Multimedia and Expo (ICME);Xu,2014

3. [IEEE 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) - Colorado Springs, CO, USA (2011.06.20-2011.06.25)] CVPR 2011 - Global contrast based salient region detection[C];Cheng,2011

4. GrabCut : Interactive foreground extraction using iterated graph cuts[J];Rother,2004

5. GrabCut color image segmentation based on region of interest[C];Hua,2014

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