2D to 3D IMAGE CONVERSION and DISPARITY MAP ESTIMATION USING PSO ALGORITHMS.

被引:2
|
作者
Karekar, Apoorva [1 ]
Kulkarni, Aarti [1 ]
Kshirsagar, Komal [1 ]
Vyavahare, Arati [1 ]
机构
[1] PES Modern Coll Engn, Dept Elect & Telecommun, Pune, Maharashtra, India
来源
1ST INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION CONTROL AND AUTOMATION ICCUBEA 2015 | 2015年
关键词
Disparity map; Multilevel segmentation; Particle Swarm Optimization; Image processing;
D O I
10.1109/ICCUBEA.2015.163
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Image captured by two-dimensional camera contains no depth information. However in many applications we need depth information, for example such as in satellite imaging, robotic vision and target tracking. Stereo matching is used to extract depth information from images. The main aim of our project is to use stereo matching algorithms to plot the disparity map of segmented images which gives the depth information. Particle Swarm Optimization (PSO) algorithms are used for image segmentation. Our objective is to implement stereo matching algorithms on the segmented images and perform subjective analysis of reconstructed 3-D images. For some applications, such as image recognition or stereo vision, whole images cannot be processed, as it not only increases the computational complexity, but it also requires more memory. Thus, segmentation-based stereo matching algorithm should be used. This paper presents two novel methods for segmentation of images based on the Particle Swarm Optimization (PSO) and Darwinian Particle Swarm Optimization (DPSO).
引用
收藏
页码:817 / 821
页数:5
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