JOURNAL ARTICLE

Accelerated Diffeomorphic Non-Rigid Image Registration with CUDA Based on Demons Algorithm

Yufeng HuangTong TongWei LiuYa Bin FanHuanqing FengChuanfu Li

Year: 2010 Journal:   International Conference on Bioinformatics and Biomedical Engineering Pages: 1-4   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Image registration is an indispensable process in the detection of brain structural and anatomical abnormities. Inverse-consistency, topology preserving and real time application are essential to provide accurate deformation fields for statistical analysis of brain variability. Unfortunately, the previous algorithms lacked of these features. We present a registration method by adapting the optimization procedure on a Lie pseudo-group so that the generated deformations are smooth with low energy of the deformation. In order to speed up the performance of registration method, we have implemented it on Nvidia 8800GTX GPU with Computer Unified Device Architecture (CUDA) platform. Experimental results indicate that large deformation compatible and topology preserving demonstrated through experiments on synthetic data and real brain CT images. Additionally, a faster runtime among the available GPU-based registration implementations against straight forward CPU version was achieved.

Keywords:
CUDA Computer science Image registration Algorithm Inverse Artificial intelligence Computer vision Process (computing) Image (mathematics) Computational science Topology (electrical circuits) Parallel computing Mathematics Geometry

Metrics

5
Cited By
1.58
FWCI (Field Weighted Citation Impact)
8
Refs
0.85
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Digital Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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