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Description: OpenCV问答群1,QQ群号:187436093. Contribute to yunwangjun/OpenCV-Python-Tutorial development by creating an account on GitHub.

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ch26-Hough圆环变换	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch26-Hough%E5%9C%86%E7%8E%AF%E5%8F%98%E6%8D%A2
ch27-分水岭算法图像分割	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch27-%E5%88%86%E6%B0%B4%E5%B2%AD%E7%AE%97%E6%B3%95%E5%9B%BE%E5%83%8F%E5%88%86%E5%89%B2
ch27-分水岭算法图像分割	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch27-%E5%88%86%E6%B0%B4%E5%B2%AD%E7%AE%97%E6%B3%95%E5%9B%BE%E5%83%8F%E5%88%86%E5%89%B2
ch28-使用GrabCut算法进行交互式前景提取	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch28-%E4%BD%BF%E7%94%A8GrabCut%E7%AE%97%E6%B3%95%E8%BF%9B%E8%A1%8C%E4%BA%A4%E4%BA%92%E5%BC%8F%E5%89%8D%E6%99%AF%E6%8F%90%E5%8F%96
ch28-使用GrabCut算法进行交互式前景提取	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch28-%E4%BD%BF%E7%94%A8GrabCut%E7%AE%97%E6%B3%95%E8%BF%9B%E8%A1%8C%E4%BA%A4%E4%BA%92%E5%BC%8F%E5%89%8D%E6%99%AF%E6%8F%90%E5%8F%96
ch29-理解图像特征	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch29-%E7%90%86%E8%A7%A3%E5%9B%BE%E5%83%8F%E7%89%B9%E5%BE%81
ch29-理解图像特征	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch29-%E7%90%86%E8%A7%A3%E5%9B%BE%E5%83%8F%E7%89%B9%E5%BE%81
ch30-Harris角点检测	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch30-Harris%E8%A7%92%E7%82%B9%E6%A3%80%E6%B5%8B
ch30-Harris角点检测	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch30-Harris%E8%A7%92%E7%82%B9%E6%A3%80%E6%B5%8B
ch31-Shi-Tomasi角点检测-适合于跟踪的图像特征	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch31-Shi-Tomasi%E8%A7%92%E7%82%B9%E6%A3%80%E6%B5%8B-%E9%80%82%E5%90%88%E4%BA%8E%E8%B7%9F%E8%B8%AA%E7%9A%84%E5%9B%BE%E5%83%8F%E7%89%B9%E5%BE%81
ch31-Shi-Tomasi角点检测-适合于跟踪的图像特征	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch31-Shi-Tomasi%E8%A7%92%E7%82%B9%E6%A3%80%E6%B5%8B-%E9%80%82%E5%90%88%E4%BA%8E%E8%B7%9F%E8%B8%AA%E7%9A%84%E5%9B%BE%E5%83%8F%E7%89%B9%E5%BE%81
ch32-介绍SIFT	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch32-%E4%BB%8B%E7%BB%8DSIFT
ch32-介绍SIFT	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch32-%E4%BB%8B%E7%BB%8DSIFT
ch33-介绍SURF	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch33-%E4%BB%8B%E7%BB%8DSURF
ch33-介绍SURF	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch33-%E4%BB%8B%E7%BB%8DSURF
ch34-角点检测的FAST算法	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch34-%E8%A7%92%E7%82%B9%E6%A3%80%E6%B5%8B%E7%9A%84FAST%E7%AE%97%E6%B3%95
ch34-角点检测的FAST算法	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch34-%E8%A7%92%E7%82%B9%E6%A3%80%E6%B5%8B%E7%9A%84FAST%E7%AE%97%E6%B3%95
ch35-BRIEF	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch35-BRIEF
ch35-BRIEF	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch35-BRIEF
ch36-ORB	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch36-ORB
ch36-ORB	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch36-ORB
ch37-特征匹配	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch37-%E7%89%B9%E5%BE%81%E5%8C%B9%E9%85%8D
ch37-特征匹配	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch37-%E7%89%B9%E5%BE%81%E5%8C%B9%E9%85%8D
ch38-使用特征匹配和单应性查找对象	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch38-%E4%BD%BF%E7%94%A8%E7%89%B9%E5%BE%81%E5%8C%B9%E9%85%8D%E5%92%8C%E5%8D%95%E5%BA%94%E6%80%A7%E6%9F%A5%E6%89%BE%E5%AF%B9%E8%B1%A1
ch38-使用特征匹配和单应性查找对象	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch38-%E4%BD%BF%E7%94%A8%E7%89%B9%E5%BE%81%E5%8C%B9%E9%85%8D%E5%92%8C%E5%8D%95%E5%BA%94%E6%80%A7%E6%9F%A5%E6%89%BE%E5%AF%B9%E8%B1%A1
ch39-视频分析-Meanshift和Camshift	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch39-%E8%A7%86%E9%A2%91%E5%88%86%E6%9E%90-Meanshift%E5%92%8CCamshift
ch39-视频分析-Meanshift和Camshift	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch39-%E8%A7%86%E9%A2%91%E5%88%86%E6%9E%90-Meanshift%E5%92%8CCamshift
ch40-光流	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch40-%E5%85%89%E6%B5%81
ch40-光流	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch40-%E5%85%89%E6%B5%81
ch41-背景减除	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch41-%E8%83%8C%E6%99%AF%E5%87%8F%E9%99%A4
ch41-背景减除	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch41-%E8%83%8C%E6%99%AF%E5%87%8F%E9%99%A4
ch42-摄像机标定	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch42-%E6%91%84%E5%83%8F%E6%9C%BA%E6%A0%87%E5%AE%9A
ch42-摄像机标定	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch42-%E6%91%84%E5%83%8F%E6%9C%BA%E6%A0%87%E5%AE%9A
ch43-姿势估计	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch43-%E5%A7%BF%E5%8A%BF%E4%BC%B0%E8%AE%A1
ch43-姿势估计	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch43-%E5%A7%BF%E5%8A%BF%E4%BC%B0%E8%AE%A1
ch44-对极几何	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch44-%E5%AF%B9%E6%9E%81%E5%87%A0%E4%BD%95
ch44-对极几何	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch44-%E5%AF%B9%E6%9E%81%E5%87%A0%E4%BD%95
ch45-立体图像中的深度地图	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch45-%E7%AB%8B%E4%BD%93%E5%9B%BE%E5%83%8F%E4%B8%AD%E7%9A%84%E6%B7%B1%E5%BA%A6%E5%9C%B0%E5%9B%BE
ch45-立体图像中的深度地图	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch45-%E7%AB%8B%E4%BD%93%E5%9B%BE%E5%83%8F%E4%B8%AD%E7%9A%84%E6%B7%B1%E5%BA%A6%E5%9C%B0%E5%9B%BE
ch46-机器学习-K近邻	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch46-%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0-K%E8%BF%91%E9%82%BB
ch46-机器学习-K近邻	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch46-%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0-K%E8%BF%91%E9%82%BB
ch47-支持向量机	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch47-%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA
ch47-支持向量机	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch47-%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA
ch48-K值聚类	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch48-K%E5%80%BC%E8%81%9A%E7%B1%BB
ch48-K值聚类	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch48-K%E5%80%BC%E8%81%9A%E7%B1%BB
ch49-计算摄影学-图像去噪	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch49-%E8%AE%A1%E7%AE%97%E6%91%84%E5%BD%B1%E5%AD%A6-%E5%9B%BE%E5%83%8F%E5%8E%BB%E5%99%AA
ch49-计算摄影学-图像去噪	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch49-%E8%AE%A1%E7%AE%97%E6%91%84%E5%BD%B1%E5%AD%A6-%E5%9B%BE%E5%83%8F%E5%8E%BB%E5%99%AA
ch50-2-HDR-HighDynamicRange	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch50-2-HDR-HighDynamicRange
ch50-2-HDR-HighDynamicRange	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch50-2-HDR-HighDynamicRange
ch50-图像修补	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch50-%E5%9B%BE%E5%83%8F%E4%BF%AE%E8%A1%A5
ch50-图像修补	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch50-%E5%9B%BE%E5%83%8F%E4%BF%AE%E8%A1%A5
ch51-对象检测-使用Haar分类器进行面部检测	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch51-%E5%AF%B9%E8%B1%A1%E6%A3%80%E6%B5%8B-%E4%BD%BF%E7%94%A8Haar%E5%88%86%E7%B1%BB%E5%99%A8%E8%BF%9B%E8%A1%8C%E9%9D%A2%E9%83%A8%E6%A3%80%E6%B5%8B
ch51-对象检测-使用Haar分类器进行面部检测	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch51-%E5%AF%B9%E8%B1%A1%E6%A3%80%E6%B5%8B-%E4%BD%BF%E7%94%A8Haar%E5%88%86%E7%B1%BB%E5%99%A8%E8%BF%9B%E8%A1%8C%E9%9D%A2%E9%83%A8%E6%A3%80%E6%B5%8B
ch52-Python_C++_binding_in_OpenCV	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch52-Python_C%2B%2B_binding_in_OpenCV
ch52-Python_C++_binding_in_OpenCV	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/ch52-Python_C%2B%2B_binding_in_OpenCV
cv-Kinect深度相机	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/cv-Kinect%E6%B7%B1%E5%BA%A6%E7%9B%B8%E6%9C%BA
cv-Kinect深度相机	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/cv-Kinect%E6%B7%B1%E5%BA%A6%E7%9B%B8%E6%9C%BA
cv-MSER区域检测	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/cv-MSER%E5%8C%BA%E5%9F%9F%E6%A3%80%E6%B5%8B
cv-MSER区域检测	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/cv-MSER%E5%8C%BA%E5%9F%9F%E6%A3%80%E6%B5%8B
cv-Tkinter-GUI	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/cv-Tkinter-GUI
cv-Tkinter-GUI	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/cv-Tkinter-GUI
data	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/data
data	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/data
my01-OCR文字识别	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my01-OCR%E6%96%87%E5%AD%97%E8%AF%86%E5%88%AB
my01-OCR文字识别	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my01-OCR%E6%96%87%E5%AD%97%E8%AF%86%E5%88%AB
my02-视频-对象跟踪	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my02-%E8%A7%86%E9%A2%91-%E5%AF%B9%E8%B1%A1%E8%B7%9F%E8%B8%AA
my02-视频-对象跟踪	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my02-%E8%A7%86%E9%A2%91-%E5%AF%B9%E8%B1%A1%E8%B7%9F%E8%B8%AA
my03-面向对象	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my03-%E9%9D%A2%E5%90%91%E5%AF%B9%E8%B1%A1
my03-面向对象	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my03-%E9%9D%A2%E5%90%91%E5%AF%B9%E8%B1%A1
my04-Maze-Solver迷宫解密	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my04-Maze-Solver%E8%BF%B7%E5%AE%AB%E8%A7%A3%E5%AF%86
my04-Maze-Solver迷宫解密	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my04-Maze-Solver%E8%BF%B7%E5%AE%AB%E8%A7%A3%E5%AF%86
my05-删除图像中的水印	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my05-%E5%88%A0%E9%99%A4%E5%9B%BE%E5%83%8F%E4%B8%AD%E7%9A%84%E6%B0%B4%E5%8D%B0
my05-删除图像中的水印	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my05-%E5%88%A0%E9%99%A4%E5%9B%BE%E5%83%8F%E4%B8%AD%E7%9A%84%E6%B0%B4%E5%8D%B0
my06-验证码识别	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my06-%E9%AA%8C%E8%AF%81%E7%A0%81%E8%AF%86%E5%88%AB
my06-验证码识别	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my06-%E9%AA%8C%E8%AF%81%E7%A0%81%E8%AF%86%E5%88%AB
my07-GPU-CUDA	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my07-GPU-CUDA
my07-GPU-CUDA	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my07-GPU-CUDA
my08-opencv玩游戏game/连连看	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my08-opencv%E7%8E%A9%E6%B8%B8%E6%88%8Fgame/%E8%BF%9E%E8%BF%9E%E7%9C%8B
my08-opencv玩游戏game/连连看	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/my08-opencv%E7%8E%A9%E6%B8%B8%E6%88%8Fgame/%E8%BF%9E%E8%BF%9E%E7%9C%8B
官方samples	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/%E5%AE%98%E6%96%B9samples
官方samples	https://github.com/yunwangjun/OpenCV-Python-Tutorial/tree/master/%E5%AE%98%E6%96%B9samples
LICENSE	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/LICENSE
LICENSE	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/LICENSE
OpenCV-Python-Tutorial-中文版.pdf	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/OpenCV-Python-Tutorial-%E4%B8%AD%E6%96%87%E7%89%88.pdf
OpenCV-Python-Tutorial-中文版.pdf	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/OpenCV-Python-Tutorial-%E4%B8%AD%E6%96%87%E7%89%88.pdf
README.md	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/README.md
README.md	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/README.md
参考图书Books.md	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/%E5%8F%82%E8%80%83%E5%9B%BE%E4%B9%A6Books.md
参考图书Books.md	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/%E5%8F%82%E8%80%83%E5%9B%BE%E4%B9%A6Books.md
README	https://github.com/yunwangjun/OpenCV-Python-Tutorial
MIT license	https://github.com/yunwangjun/OpenCV-Python-Tutorial
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#opencv-python-tutorial
OpenCV-Python-Tutorial-中文版.pdf	https://github.com/yunwangjun/OpenCV-Python-Tutorial/blob/master/OpenCV-Python-Tutorial-%E4%B8%AD%E6%96%87%E7%89%88.pdf
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#opencv-python-tutorial-中文版pdf
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#平时会添加一些有趣的代码实现某种功能
http://docs.opencv.org/3.2.0/	http://docs.opencv.org/3.2.0/
http://docs.opencv.org/3.2.0/d6/d00/tutorial_py_root.html	http://docs.opencv.org/3.2.0/d6/d00/tutorial_py_root.html
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#把原来的master分支改为python27分支python36分支改为master分支
https://github.com/makelove/OpenCV-Python-Tutorial.git	https://github.com/makelove/OpenCV-Python-Tutorial.git
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#建议使用pycharm来编写调试python代码
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#开发环境
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#vmware-虚拟机
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#树莓派3b
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#摄像头
130W像素高清摄像头模组 720P 1280x720 USB2.0免驱微距模块	https://item.taobao.com/item.htm?id=17338719222
树莓派3代B Raspberry Pi USB摄像头，免驱动	https://item.taobao.com/item.htm?id=537977952154
淘宝	https://item.taobao.com/item.htm?spm=a1z0d.6639537.1997196601.38.7b483a1fZc5MU6&id=15751112283
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#教程资源
http://www.learnopencv.com/	http://www.learnopencv.com/
http://www.pyimagesearch.com/	http://www.pyimagesearch.com/
YouTube上sentex的OpenCV视频教程	https://www.youtube.com/playlist?list=PLQVvvaa0QuDdttJXlLtAJxJetJcqmqlQq
	https://github.com/yunwangjun/OpenCV-Python-Tutorial#新闻news
http://www.opencv.org.cn/	http://www.opencv.org.cn/
OpenCV 3.3发布了	http://opencv.org/opencv-3-3.html
http://halide-lang.org）进行实验性DNN加速。有关该模块的详细信息可以在我们的wiki中找到：[OpenCV中的深度学习](https://github.com/opencv/opencv/wiki/Deep-Learning-in-OpenCV)。	http://halide-lang.org%EF%BC%89%E8%BF%9B%E8%A1%8C%E5%AE%9E%E9%AA%8C%E6%80%A7DNN%E5%8A%A0%E9%80%9F%E3%80%82%E6%9C%89%E5%85%B3%E8%AF%A5%E6%A8%A1%E5%9D%97%E7%9A%84%E8%AF%A6%E7%BB%86%E4%BF%A1%E6%81%AF%E5%8F%AF%E4%BB%A5%E5%9C%A8%E6%88%91%E4%BB%AC%E7%9A%84wiki%E4%B8%AD%E6%89%BE%E5%88%B0%EF%BC%9A%5BOpenCV%E4%B8%AD%E7%9A%84%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%5D(https://github.com/opencv/opencv/wiki/Deep-Learning-in-OpenCV)%E3%80%82
https://github.com/opencv/opencv/wiki/ChangeLog。	https://github.com/opencv/opencv/wiki/ChangeLog%E3%80%82
下载OpenCV 3.3	https://github.com/opencv/opencv/releases/tag/3.3.0
安装OpenCV 3.3	http://www.linuxfromscratch.org/blfs/view/cvs/general/opencv.html
OpenCV 3.4在圣诞节前正式发布	https://opencv.org/opencv-3-4.html
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