GMM-HMRF
所属分类：图形图像处理
开发工具：matlab
文件大小：3228KB
下载次数：15
上传日期：2019-12-02 16:34:34
上 传 者：
快乐无比
说明： 基于高斯混合模型和隐马尔科夫模型的图像分割算法
(Image segmentation algorithm based on Gaussian mixture model and hidden Markov model)
文件列表:
1212.4527v1.pdf (3064399, 2019-06-29)
code (0, 2019-06-29)
code\color-image (0, 2019-06-29)
code\color-image\385028.jpg (84296, 2019-06-29)
code\color-image\BoundMirrorExpand.cpp (2211, 2019-06-29)
code\color-image\BoundMirrorShrink.cpp (1852, 2019-06-29)
code\color-image\HMRF_EM.m (1208, 2019-06-29)
code\color-image\MRF_MAP.m (2189, 2019-06-29)
code\color-image\demo.m (857, 2019-06-29)
code\color-image\gaussianBlur.m (427, 2019-06-29)
code\color-image\get_GMM.m (463, 2019-06-29)
code\color-image\image_kmeans.m (437, 2019-06-29)
code\color-image\ind2ij.m (167, 2019-06-29)
code\three-dimensional (0, 2019-06-29)
code\three-dimensional\HMRF_EM.m (1188, 2019-06-29)
code\three-dimensional\Image.raw (125000, 2019-06-29)
code\three-dimensional\MRF_MAP.m (2295, 2019-06-29)
code\three-dimensional\demo.m (884, 2019-06-29)
code\three-dimensional\generate_3D_image.m (589, 2019-06-29)
code\three-dimensional\get_GMM.m (378, 2019-06-29)
code\three-dimensional\image_kmeans.m (422, 2019-06-29)
code\three-dimensional\ind2ijq.m (270, 2019-06-29)
code\three-dimensional\kmeans.raw (125000, 2019-06-29)
code\three-dimensional\segmentation.raw (125000, 2019-06-29)
resources (0, 2019-06-29)
resources\GMM-HMRF.png (99514, 2019-06-29)
# GMM-HMRF [](https://www.mathworks.com/products/matlab.html) [](https://arxiv.org/pdf/1212.4527.pdf)
## 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:
* https://www.mathworks.com/matlabcentral/fileexchange/39553-gmm-hmrf
## 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}
}
```
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