Title :
2D to 3D Image Conversion and Disparity Map Estimation Using PSO Algorithms
Author :
Karekar, Apoorva ; Kulkarni, Aarti ; Kshirsagar, Komal ; Vyavhare, Arati
Author_Institution :
Dept. of Electron. & Telecommun., PES Modern Coll. of Eng., Pune, India
Abstract :
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).
Keywords :
image matching; image reconstruction; image segmentation; particle swarm optimisation; stereo image processing; 2D to 3D image conversion; DPSO; Darwinian particle swarm optimization; disparity map estimation; image reconstruction; image segmentation; robotic vision; satellite imaging; stereo matching algorithms; subjective analysis; target tracking; two-dimensional camera; Algorithm design and analysis; Estimation; Image segmentation; Particle swarm optimization; Sociology; Statistics; Three-dimensional displays; Disparity map; Image processing; Multilevel segmentation; Particle Swarm Optimization;
Conference_Titel :
Computing Communication Control and Automation (ICCUBEA), 2015 International Conference on
Conference_Location :
Pune
DOI :
10.1109/ICCUBEA.2015.163