.NET开源工程推荐（Accord，AForge，Emgu CV）

.NET开源工程推荐（Accord，AForge，Emgu CV）

  本人用C#开发了一些项目，下面的开源工程给了我很大的帮助——详细的源代码介绍加丰富的实例运用，是非常不错的学习资源，分享给大家，同时附上我的相关开发项目。

 

 Accord.NET

The Accord.NET Framework provides machine learning, mathematics, statistics, computer vision, computer audition, and several scientific computing related methods and techniques to .NET. The project extends the popular AForge.NET Framework providing a more complete scientific computing environment.  

 

项目主页： https://code.google.com/p/accord/

GitHub： http://accord-net.github.io/        https://github.com/accord-net

 

Application

FaceTracking 人脸追踪

https://code.google.com/p/accord/wiki/SampleApp_FaceTracking 

 

Haar-feature Object Detection in C#  人脸检测

http://www.codeproject.com/Articles/441226/Haar-feature-Object-Detection-in-Csharp

 

（用于分类）Use Kernel Support Vector Machines (k-SVMs) to solve a classification problem.
https://code.google.com/p/accord/wiki/SampleApp_KSVM

 

（主成分分析）use Principal Component Analysis (PCA) to perform dimensionality redution

https://code.google.com/p/accord/wiki/SampleApp_PrincipalComponentAnalysis

 

 

 

 

 AForge.NET

AForge.NET is an open source C# framework designed for developers and researchers in the fields of Computer Vision and Artificial Intelligence - image processing, neural networks, genetic algorithms, fuzzy logic, machine learning, robotics, etc.     

 

项目主页： http://www.aforgenet.com/

on-line documentation： http://www.aforgenet.com/framework/docs/

 

Application

Camera Vision - video surveillance on C#

http://www.codeproject.com/Articles/15537/Camera-Vision-video-surveillance-on-C

本人借鉴此工程，开发了一个智能视频监控软件：

http://www.cnblogs.com/rainbow203/archive/2013/03/30/2990720.html

 

Motion Detection Algorithms 

http://www.codeproject.com/Articles/10248/Motion-Detection-Algorithms

Motion Detection介绍

http://www.aforgenet.com/framework/features/motion_detection_2.0.html

借用此基础上，加入我的智能分析算法，开发了摔倒检测功能：

 

 

 

 Emgu CV

Emgu CV is a cross platform .Net wrapper to the OpenCV image processing library. Allowing OpenCV functions to be called from .NET compatible languages such as C#, VB, VC++, IronPython etc. The wrapper can be compiled in Mono and run on Windows, Linux, Mac OS X, iPhone, iPad and Android devices.      

 

项目主页：http://www.emgu.com/wiki/index.php/Main_Page

 

Application

Pedestrian Detection 行人检测

http://www.emgu.com/wiki/index.php/Pedestrian_Detection_in_CSharp

 

其他应用举例：http://www.emgu.com/wiki/index.php/Tutorial#Examples

 

 

 

关于人脸识别

Multiple face detection and recognition in real time

http://www.codeproject.com/Articles/239849/Multiple-face-detection-and-recognition-in-real-ti

 

借鉴此工程中的算法，加入动作检测，进行了扩展：http://v.youku.com/v_show/id_XNTkzNjYxOTE2.html

 

 

 

 

关于智能语音识别

win7自带有语音识别功能，而基于微软的SpeechSDK能非常方便得开发出语音识别软件。

SpeechSDKTest：http://www.pudn.com/downloads539/sourcecode/windows/csharp/detail2224809.html

整合到项目中，能让系统更加智能和人性化

 

 

 

 

 

标签: 智能, Video recognition, Computer Vision, .NET, 开源, 语音