In the previous blog feature point detection learning _1 (SIFT algorithm), the classical SIFT algorithm is introduced briefly, the SIFT algorithm is stable, the detected feature points are also more, the biggest determination is the high computational complexity. There are many scholars to improve it, in which the more famous is the surf algorithm introduced in this paper, the Chinese meaning of surf is fas
If you ' ve had a chance to play around with OpenCV 3 (and does a lot of work with KeyPoint
If you ' ve had a chance to play around with OpenCV 3 (and does a lot of work with KeyPoint detectors and feature) You may have noticed the SIFT and SURF implementations are no longer included in the OpenCV 3 library by default.
Unfortunately, you probably learned this lesson the hard way by opening up a terminal, importing OpenCV, and the
The surf algorithm is a highly efficient variant of the well-known scale invariant feature detector sift (scale-invariant Features Transform), which defines the position and scale for each detected feature, where the value of the scale can be used to define the window size around the feature point, Makes each feature point unique. Here is the use of the surf algorithm to extract the feature point descriptor
Surf principle: https://wenku.baidu.com/view/2f1e4d8ef705cc1754270945.htmlHow the SURF algorithm works
Select Poi in image (Points of interest) Hessian Matrix
Detection of key points in different scale spaces, non-maximum signal suppression
Discover feature point methods, rotation invariance requirements
Generating feature vectors
Introduction to
can thunder surf the Internet?
We can look at the computer instructions in the warranty list in general will note the name, due to lightning and other computer failure is not covered by the warranty, but is not the impact of Thunder on the computer that Thunder must not be able to surf the Internet? Let's take a look at the expert's answer:
① when the building according to the standard requirements of the
The author of the school campus network through optical fiber Internet, with a wave NP50 do Internet Connection Sharing server, the server's network card IP address as a gateway to other computers. As a result of the recent virus killing, the electronic preparation room has several computers infected with the virus, Internet upgrade anti-virus software, anti-virus, found that the infection is the same virus. Antivirus finished, there has been a strange phenomenon, that is, the killing of these f
I. Environmental preparedness
At present, there are 2.x and 3.x versions of the Opencv , the difference between the two versions is mainly that some functional functions are placed in different functional modules, so most of the two versions of the code is not universal. It is recommended that you install Anaconda and download the appropriate version yourself. Direct command to install OPENCV3, Lake:
Conda install-c Menpo opencv3
pip Install Lake
second, Sift/
Software class issues
1. Vista cannot surf the internet
The solution to this problem is simple, if your taskbar has a broadband connection icon (picture poor) then you can be in the beginning (that is, the shutdown button above), there is a control panel, into where you can have an icon (icon style: Four PCs under a cable connection, the Chinese version is "Network Center "), enter him, on the top of his left there are six options select the Sixth o
Software class issues
1. Unable to surf the internet after loading dual system
Windows Vista and Windows XP dual system may be unable to surf the internet problem, this problem is generally unrelated to the dual system, the problem should appear in the TCP protocol.
• First enter command line mode, enter cmd, enter "Ping 127.0.0.1" at the command prompt
To determine if the TCP/IP protocol is successfull
This article briefly introduces how to use the SURF and SIFT operators to detect feature points, based on the detection, you can use the SIFT and SURF operators to extract features and use the matching function to match the features. The specific implementation is to first use SurfFeatureDetector to detect feature points, and then use SurfDescripto
This article briefly introduces how to use the
Surf operator, refer to the explanation of this article http://www.ipol.im/pub/art/2015/69/SURF is the meaning of the speeded up robust Features accelerated robust feature.The source code and the online demo is accessible at the Ipol Web page of this article1. TheProposed implementation of the SURF algorithm is written in C + + Iso/ansi. It performsFeatures extra
Original article, reproduced please indicate the source: http://blog.csdn.net/crzy_sparrow/article/details/7392345
I am very good at it. There must be a lot of mistakes. I hope you will not correct them.
After reading the Harris corner check box, I started to study the surf corner check box. I found that it was quite complicated and I only learned about it at the moment. I will summarize what I learned so that I can study it in depth next time.
The
SURF (speed up robust Features) is the SIFT improved version is also accelerated version, improve the detection feature points, the overall performance is better than sift.The following first introduced surf principle, the final analysis of OpenCV surf source code.Reprint Please specify source: http://blog.csdn.net/luoshixian099/article/details/477781431. Integra
When trying to perform feature matching between different images, it is often the case that the size and direction of the image change, in short, the problem of scale change. Each image is taken at a different distance from the target object, so the object to be identified will naturally have different dimensions in the image.Therefore, the introduction of scale invariant features in computer vision, the main idea is that each detected feature points are accompanied by the corresponding scale fa
Http://blog.csdn.net/ijuliet/archive/2009/10/07/4640624.aspx
Scale-invariant feature transform (SIFT), Lowe, 2004
PCA-SIFT (Principle Component Analysis), Y. Ke, 2004
Surf, Bay, 2006
The three teams have their own merits. They are the three sisters of Song in the field of Image Feature Detection! The PCA-SIFT used the histogram method in sift for the primary meta-analysis method. The two magic weapons of surf
Comparison of Sift,surf,orb,fast feature descriptor operators in OpenCV
Reference:Http://wenku.baidu.com/link?url=1aDYAJBCrrK-uk2w3sSNai7h52x_ Eweru9p9ghzd49wj1beob7vluqdbdrkeehao2q3b7rattxdruq-m9cr-w2yqaterdliu1t3whyoyqfihttp://www.cvchina.info/2011/07/04/whats-orb/Http://www.bubuko.com/infodetail-909956.htmlThe main features of the detection methods are the following, in the general image processing library (such as OpenCV, Vlfeat, BOOFCV, et
Original article, reproduced please indicate the source: http://blog.csdn.net/crzy_sparrow/article/details/7392345
I am very good at it. There must be a lot of mistakes. I hope you will not correct them.
After reading the Harris corner detection, I started to study the surf corner detection and found that it was quite complicated. At the moment, I only learned about it and summarized what I learned so that I could study it in depth next time.
The
Original URL:
http://www.tuicool.com/articles/NbIJ73
http://blog.csdn.net/songzitea/article/details/16986423
Introduction
This section is mainly about David Lowe's elaboration of the SIFT algorithm distinctive Image Features from Scale-invariant keypoints and Herbert Bay, Andreas Ess, Tinne tuyte Laars, Luc Van Gool, explains and summarizes the surf algorithm.
Summary of SIFT feature extraction
According to Lowe's article (more SIFT feature extractio
VM Virtual machine can not be the Internet problem solved in front of the words: Many netizens read my article, the virtual machine or can not surf the internet, contact me to help, the results to help them to fix it, all said blame himself too careless, did not carefully read the article. I am not afraid of netizens trouble me, I sincerely hope that you must first carefully read the article, step by step according to the article operation, general
Original articles, reproduced please specify the source: http://blog.csdn.net/crzy_sparrow/article/details/7392345I am very vegetables, there must be a lot of mistakes, I hope you are not wrong.After looking at the Harris Corner Point Detection, began to study surf corner detection, found quite complex, a moment also only understand the approximate, the understanding of things summed up, so that the next time to further study.Surf Corner detection alg
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