.NET开源工程推荐(Accord,AForge,Emgu CV)

本文介绍了Accord.NET、AForge.NET及EmguCV等框架的应用案例,涵盖人脸追踪、主成分分析、智能视频监控等多个方面,展示了如何利用这些工具进行高效开发。
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.  
 
 
Application
FaceTracking 人脸追踪
 
Haar-feature Object Detection in C#  人脸检测
 
(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
 
 
 
 
 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#
本人借鉴此工程,开发了一个智能视频监控软件:
 
Motion Detection Algorithms 
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.      
 
 
Application
 
 
 
 
关于人脸识别
Multiple face detection and recognition in real time
 
 
 
 
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。
整合到项目中,能让系统更加智能和人性化
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