https://github.com/posgnu/gaussian_mixture_clustering

The gaussian mixture clustering algorithm with Numpy, and demonstrations on an image data
https://github.com/posgnu/gaussian_mixture_clustering

gaussian-mixture-models k-means-clustering

Last synced: 8 months ago
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The gaussian mixture clustering algorithm with Numpy, and demonstrations on an image data

• Host: GitHub
• URL: https://github.com/posgnu/gaussian_mixture_clustering
• Owner: posgnu
• Created: 2022-03-12T03:02:27.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2023-01-11T19:26:29.000Z (over 3 years ago)
• Last Synced: 2025-06-27T06:46:22.207Z (10 months ago)
• Topics: gaussian-mixture-models, k-means-clustering
• Language: Python
• Homepage:
• Size: 220 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# gaussian_mixture_clustering

This repository implements the Gaussian Mixture Clustering that initializes the parameters with K-means algorithm. BIC score and cross-validation method are used to select the model (i.e., K).

## Demo

Clustering pixels with K=2, 3, 4, 5, 6, 7, 8, 9, 10

![](./result/combine_images.png)

## Original image

![](./data/clown.jpg)