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
Surf algorithm AnalysisOne, integral imageThe concept of integral images is proposed by Viola and Jones. The value of any point (I,J) in the integral image is the sum of the gray values of the corresponding focus area of the upper left corner of the original image to any point (I,J), as shown in mathematical equation 1:So, when we want to calculate the integral of an area of a picture, we just need to calculate the value of the four vertices in the in
transform detects straight lines.
Sift,distinctive image Features from Scale-invariant keypoints,2004, invariant to Image translation, scaling, and rotation , partially invariant to illumination changes and robust to local geometric distortion. 128-dim (512B).
SURF, speeded up robust features,2006, inspired by sift, faster than sift, robust. 64-dim (256B).
FAST, machine learning for high-speed Corner Detection, 2006,wiki. Very fast, not robust
Surf Analysis algorithmOne, the overall imageThis concept is integral to image Viola and Jones recommendations. Random bit integral image (I. j) The value of the original image of the upper left Random point (i,j) level with the corresponding focus field value of the sum of its mathematical equation 1 is seen:watermark/2/text/ahr0cdovl2jsb2cuy3nkbi5uzxqvq1hqmjiwntq1nti1ng==/font/5a6l5l2t/fontsize/400/fill/i0jbqkfcma== /dissolve/70/gravity/center ">wat
Overview of Recognition algorithms:Sift/surf based on gray-scale graphs,First, the establishment of image pyramid, the formation of three-dimensional image space, through the Hessian matrix to obtain the local maximum value of each layer, and then in the extreme point around 26 points for NMS, thus obtaining a rough feature point, and then using two interpolation method to obtain the exact characteristics of the layer (scale), that is to complete the
Surf algorithm AnalysisOne, integral imageThe concept of integral images is proposed by Viola and Jones. The value of any point (I,J) in the integral image is the sum of the gray values of the corresponding focus area of the upper left corner of the original image to any point (I,J), as shown in mathematical equation 1:So, when we want to calculate the integral of an area of a picture, we just need to calculate the value of the four vertices in the in
, and in the unceasing consummation.
Sift/surf based on gray-scale graphs,
First, the establishment of image pyramid, the formation of three-dimensional image space, through the Hessian matrix to obtain the local maximum value of each layer, and then in the extreme point around 26 points for NMS, thus obtaining a rough feature point, and then using two interpolation method to obtain the exact characteristics of the layer (scale), that is to complete
I've written about the blog:http://blog.csdn.net/sangni007/article/details/7482960 of learning surf algorithms before.But the code is cumbersome, and it involves the Flann algorithm (where the random kdtree+knn), although it can be seen, but more laborious, today in the document found a simplified version:1.SurfFeatureDetector detector (Minhessian); structure Surf detector;Detector.detect (img_1, keypoints_
Recognition Algorithm Overview:
Sift/Surf is based on grayscale images,
1. First, create an image pyramid to form a three-dimensional image space. Use the Hessian matrix to obtain the local maximum value of each layer, and then perform NMS at 26 points around the Extreme Point, in this way, a rough feature point is obtained, and the layer (scale) of the precise feature point is obtained by quadratic interpolation, that is, the scale is not changed.
2
RecognitionAlgorithmOverview:
Sift/Surf is based on grayscale images,
1. First, create an image pyramid to form a three-dimensional image space. Use the Hessian matrix to obtain the local maximum value of each layer, and then perform NMS at 26 points around the Extreme Point, in this way, a rough feature point is obtained, and the layer (scale) of the precise feature point is obtained by quadratic interpolation, that is, the scale is not change
Today encountered a strange problem: the installation of a centos6.6, after the installation of the default DHCP to obtain the IP address, found to be able to surf the internet, get the IP address of 192.168.0.131/24, because it is installed server, so it is intended to set this address as a static IP address, The use of Yum found that the connection is not up, and later found that the system is unable to surf
necessary configuration options. And generally will first see the router's "running state", so that users can have a preliminary status of the wireless router master.
-Wireless Router detail setting ">"Run State"
Then you can see the "Setup Wizard" (red box) function options, this feature allows users to make easy and fast network connectivity, but also allows users to the router to make the necessary basic settings, make it more convenient and quick to build a wireless network.
-Wireless ro
into the same virtual work subnet, each virtual work subnet is inaccessible to each other. I don't know why lately, LAN in a part of the client system is suddenly abnormal, the specific phenomenon of Internet speed is very slow, and often will happen for a while to surf the internet, a moment can not surf the strange fault; After the network Management site survey, found that these online abnormal client s
Recognition Algorithm Overview:
Sift/Surf is based on grayscale images,
1. First, create an image pyramid to form a three-dimensional image space. Use the Hessian matrix to obtain the local maximum value of each layer, and then perform NMS at 26 points around the Extreme Point, in this way, a rough feature point is obtained, and the layer (scale) of the precise feature point is obtained by quadratic interpolation, that is, the scale is not changed.
2
"Online Case"1, "My Computer is Vista system yesterday also good in the morning to show what Windows Communication port initialization failed and not even the internet for the strongman help"2, "Normal shutdown, the next day after the boot, unable to surf the internetAll browsers, except IE64-bit can not surf the internet , QQ, Foxmail also notCan ping, DNS no problem, can parse the address normally , only
What is the network card you are using in Linux
sudo lshw-c network
or LSPCI
My is Intel's, Lenovo computer:
The following references:
Http://blog.chinaunix.net/uid-11829250-id-5748402.html
Lenovo Server Thinkstation P310, after installing the ubuntu14.04 (64bit) LTS, can not surf the Internet. This is because the network card driver is not installed successfully, you need to install the network card driver.The motherboard type of thinkstation P310 is
Registration nearly 10 years, and today to record a solution to the WIN7 system in the lower right corner of the network icon can surf the internet but show the problem of small sun.Phenomenon:1, the system can surf the Internet, but the network icon in the lower right corner can surf the internet but show the small sun, or rolling small circle.2, the network and
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