https://github.com/mrgloom/skin-detection-example

Simple pixelwise skin detection using classification tree.
https://github.com/mrgloom/skin-detection-example

classification-trees computer-vision machine-learning proof-of-concept segmentation skin-detection toy-project

Last synced: 9 months ago
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Simple pixelwise skin detection using classification tree.

• Host: GitHub
• URL: https://github.com/mrgloom/skin-detection-example
• Owner: mrgloom
• Created: 2015-09-04T17:23:24.000Z (almost 11 years ago)
• Default Branch: master
• Last Pushed: 2018-03-16T16:35:08.000Z (over 8 years ago)
• Last Synced: 2025-03-27T13:07:00.941Z (over 1 year ago)
• Topics: classification-trees, computer-vision, machine-learning, proof-of-concept, segmentation, skin-detection, toy-project
• Language: Python
• Size: 592 KB
• Stars: 30
• Watchers: 4
• Forks: 21
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# skin-detection-example

Implemented in python. Dependencies: numpy, opencv, sklearn.

Simple pixelwise skin detection using [decision tree](http://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html) [1](http://scikit-learn.org/stable/modules/tree.html#tree-algorithms-id3-c4-5-c5-0-and-cart) using pixels in RGB or HSV color space as features.

Skin Segmentation Data Set from https://archive.ics.uci.edu/ml/datasets/Skin+Segmentation

face.png image from http://graphics.cs.msu.ru/ru/node/899

Results:

![alt tag](https://github.com/mrgloom/Simple-skin-detection/blob/master/face.png)

![alt tag](https://github.com/mrgloom/Simple-skin-detection/blob/master/results/result_RGB.png) 

![alt tag](https://github.com/mrgloom/Simple-skin-detection/blob/master/results/result_HSV.png)

TODO:

~~~

Add tree visualization

https://github.com/NikTRSK/Data-Science-and-Machine-Learning-with-Python---Hands-On/blob/master/DecisionTree.ipynb

~~~