图像特征点、关键点提取

收录时间:2014-03-10
资源分类:Matlab 工具:MATLAB 7.6 (R2008a)

该程序实现了特征点的查找、匹配、提取的功能。

Feature points in image, Keypoint extraction

All this files I've done when I took course in image proc, I haven't changed a thing, hope it'll be useful to students and interested in subject. All codes have comments, it's very easy to understand, as well there is my report file, find there all theoretical background and descriptions.

 

Feature points (read corners) in images are points that invariant under view changes, zoom, lightening conditions etc.

Implemented a SIFT like descriptor, as well ASIFT (search in Google).

Shortly about ASIFT - simulates view changes of images, for each such view finds FPs and create descriptor for it for future matching. It's slow (in internet authors submitted a C++ version which is quick), so my version of ASIFT is not so applicable, but good for studying, understanding, I think.

 

There are a lot of options, parameters, you can influence every step of calculations, to make it quicker etc.

 

Used pdist2.m code from Piotr's Toolbox

http://vision.ucsd.edu/~pdollar/toolbox/doc/

as well k nearest neighbors from Matlab exchange server, author of which I can't find now.

文件下载列表
FPS_in_image.zip (1.16MB)  
附件内容(只显示16中的10个)
mf.m  immatch.m  demoASIFT.m  demoSIFT.m  descriptFPoints.m  Findlclmxm.m  harrislpls.m  mainOrient.m  win2ind.m  PlotFP.m  
标签: 特征点 
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