Stereo Matching Based on Immune Neural Network in Abdomen Reconstruction
Joint Authors
Liu, Huan
Hao, Kuangrong
Ding, Yongsheng
Ouyang, Chunjuan
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-10-04
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Stereo feature matching is a technique that finds an optimal match in two images from the same entity in the three-dimensional world.
The stereo correspondence problem is formulated as an optimization task where an energy function, which represents the constraints on the solution, is to be minimized.
A novel intelligent biological network (Bio-Net), which involves the human B-T cells immune system into neural network, is proposed in this study in order to learn the robust relationship between the input feature points and the output matched points.
A model from input-output data (left reference point-right target point) is established.
In the experiments, the abdomen reconstructions for different-shape mannequins are then performed by means of the proposed method.
The final results are compared and analyzed, which demonstrate that the proposed approach greatly outperforms the single neural network and the conventional matching algorithm in precise.
Particularly, as far as time cost and efficiency, the proposed method exhibits its significant promising and potential for improvement.
Hence, it is entirely considered as an effective and feasible alternative option for stereo matching.
American Psychological Association (APA)
Liu, Huan& Hao, Kuangrong& Ding, Yongsheng& Ouyang, Chunjuan. 2015. Stereo Matching Based on Immune Neural Network in Abdomen Reconstruction. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-15.
https://search.emarefa.net/detail/BIM-1073308
Modern Language Association (MLA)
Liu, Huan…[et al.]. Stereo Matching Based on Immune Neural Network in Abdomen Reconstruction. Mathematical Problems in Engineering No. 2015 (2015), pp.1-15.
https://search.emarefa.net/detail/BIM-1073308
American Medical Association (AMA)
Liu, Huan& Hao, Kuangrong& Ding, Yongsheng& Ouyang, Chunjuan. Stereo Matching Based on Immune Neural Network in Abdomen Reconstruction. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-15.
https://search.emarefa.net/detail/BIM-1073308
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1073308