GMM-HMRF

버전 1.2 (3.15 MB) 작성자: Quan Wang
GMM-Based Hidden Markov Random Field for Color Image and 3D Volume Segmentation
5.0
(3)
다운로드 수: 4.2K
업데이트 날짜: 2023/6/15
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GMM-HMRF View GMM-HMRF on File Exchange arxiv

Overview

In this project, we first study the Gaussian-based hidden Markov random field (HMRF) model and its expectation-maximization (EM) algorithm. Then we generalize it to Gaussian mixture model-based hidden Markov random field. The algorithm is implemented in MATLAB. We also apply this algorithm to color image segmentation problems and 3D volume segmentation problems.

This library is also available on MathWorks:

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Citations

If you use this library, please cite:

@article{wang2012gmm,
  title={GMM-based hidden Markov random field for color image and 3D volume segmentation},
  author={Wang, Quan},
  journal={arXiv preprint arXiv:1212.4527},
  year={2012}
}

인용 양식

Quan Wang (2024). GMM-HMRF (https://github.com/wq2012/GMM-HMRF/releases/tag/v1.2), GitHub. 검색됨 .

MATLAB 릴리스 호환 정보
개발 환경: R2008b
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code/color-image

code/three-dimensional

버전 게시됨 릴리스 정보
1.2

See release notes for this release on GitHub: https://github.com/wq2012/GMM-HMRF/releases/tag/v1.2
1.1.0.0

Rewrote some minor parts in C++.

1.0.0.0

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