Literature DB >> 25203991

Variational segmentation of vector-valued images with gradient vector flow.

Vincent Jaouen, Paulo González, Simon Stute, Denis Guilloteau, Sylvie Chalon, Irène Buvat, Clovis Tauber.   

Abstract

In this paper, we extend the gradient vector flow field for robust variational segmentation of vector-valued images. Rather than using scalar edge information, we define a vectorial edge map derived from a weighted local structure tensor of the image that enables the diffusion of the gradient vectors in accurate directions through the 4D gradient vector flow equation. To reduce the contribution of noise in the structure tensor, image channels are weighted according to a blind estimator of contrast. The method is applied to biological volume delineation in dynamic PET imaging, and validated on realistic Monte Carlo simulations of numerical phantoms as well as on real images.

Mesh:

Year:  2014        PMID: 25203991     DOI: 10.1109/TIP.2014.2353854

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  5 in total

1.  The first MICCAI challenge on PET tumor segmentation.

Authors:  Mathieu Hatt; Baptiste Laurent; Anouar Ouahabi; Hadi Fayad; Shan Tan; Laquan Li; Wei Lu; Vincent Jaouen; Clovis Tauber; Jakub Czakon; Filip Drapejkowski; Witold Dyrka; Sorina Camarasu-Pop; Frédéric Cervenansky; Pascal Girard; Tristan Glatard; Michael Kain; Yao Yao; Christian Barillot; Assen Kirov; Dimitris Visvikis
Journal:  Med Image Anal       Date:  2017-12-09       Impact factor: 8.545

2.  Image Segmentation Using Active Contours with Hessian-Based Gradient Vector Flow External Force.

Authors:  Qianqian Qian; Ke Cheng; Wei Qian; Qingchang Deng; Yuanquan Wang
Journal:  Sensors (Basel)       Date:  2022-06-30       Impact factor: 3.847

3.  Joint Tumor Segmentation in PET-CT Images Using Co-Clustering and Fusion Based on Belief Functions.

Authors:  Chunfeng Lian; Su Ruan; Thierry Denoeux; Hua Li; Pierre Vera
Journal:  IEEE Trans Image Process       Date:  2018-10-05       Impact factor: 10.856

4.  Level Set Based Hippocampus Segmentation in MR Images with Improved Initialization Using Region Growing.

Authors:  Xiaoliang Jiang; Zhaozhong Zhou; Xiaokang Ding; Xiaolei Deng; Ling Zou; Bailin Li
Journal:  Comput Math Methods Med       Date:  2017-01-15       Impact factor: 2.238

5.  Image segmentation using active contours with modified convolutional virtual electric field external force with an edge-stopping function.

Authors:  Ke Cheng; Tianfeng Xiao; Qingfang Chen; Yuanquan Wang
Journal:  PLoS One       Date:  2020-03-26       Impact factor: 3.240

  5 in total

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