SIFT学习笔记之一 下载和调用
下面给出了多个参考地址,挑个能用的吧:
vs2010+Rob Hess SIFT: http://blog.csdn.net/lanbing510/article/details/8507341
Rob Hess主页:http://blogs.oregonstate.edu/hess/
SIFT的实现有好几个版本,Rob Hess的这个也是基于opencv的。
下载地址:http://robwhess.github.io/opensift/
(有windows平台下的和linux平台下的... ...)
sift-latest-win.zip:http://download.csdn.net/detail/rxy429/5812261#
sift-1.1.2_20101207_win:https://code.google.com/p/hlibrary/source/browse/#svn%2Fbranches%2Fsift-1.1.2_20101207_win
shioyng:http://blog.csdn.net/chen825919148/article/details/7685952
一 OpenCV内部的SIFT API:
Opencv中调用SIFT进行特征提取和匹配:
#include <iostream>
#include <opencv2/opencv.hpp>
#include <opencv2/nonfree/nonfree.hpp> using namespace std;
using namespace cv; int main()
{ initModule_nonfree();//if use SIFT or SURF
Ptr<FeatureDetector> detector = FeatureDetector::create("SIFT");
Ptr<DescriptorExtractor> descriptor_extractor = DescriptorExtractor::create("SIFT");
Ptr<DescriptorMatcher> descriptor_matcher = DescriptorMatcher::create("BruteForce");
if (detector.empty() || descriptor_extractor.empty())
throw runtime_error("fail to create detector!"); Mat img1 = imread("d:/src/tc0.bmp");//image in clutter
Mat img2 = imread("d:/src/tc1.bmp"); //detect keypoints;
vector<KeyPoint> keypoints1, keypoints2;
detector->detect(img1, keypoints1);
detector->detect(img2, keypoints2);
cout << "img1:" << keypoints1.size() << " points img2:" << keypoints2.size()
<< " points" << endl << ">" << endl; //compute descriptors for keypoints;
cout << "< Computing descriptors for keypoints from images..." << endl;
Mat descriptors1, descriptors2;
descriptor_extractor->compute(img1, keypoints1, descriptors1);
descriptor_extractor->compute(img2, keypoints2, descriptors2); cout << endl << "Descriptors Size: " << descriptors2.size() << " >" << endl;
cout << endl << "Descriptor's Column: " << descriptors2.cols << endl
<< "Descriptor's Row: " << descriptors2.rows << endl;
cout << ">" << endl; //Draw And Match img1,img2 keypoints
Mat img_keypoints1, img_keypoints2;
drawKeypoints(img1, keypoints1, img_keypoints1, Scalar::all(-), );
drawKeypoints(img2, keypoints2, img_keypoints2, Scalar::all(-), );
imshow("Box_in_scene keyPoints", img_keypoints1);
imshow("Box keyPoints", img_keypoints2); descriptor_extractor->compute(img1, keypoints1, descriptors1);
vector<DMatch> matches;
descriptor_matcher->match(descriptors1, descriptors2, matches); Mat img_matches;
drawMatches(img1, keypoints1, img2, keypoints2, matches, img_matches, Scalar::all(-), CV_RGB(, , ), Mat(), ); imshow("Mathc", img_matches);
//waitKey(10000);
waitKey();
return ;
}
二. Rob Hess 的SIFT代码
(widows平台下,c语言版本)代码本站下载
下载下源码后,配置好opencv环境(包括vs中opencv相关的路径和库配置),本文使用的环境是vs2010+opencv244
导入工程后提示升级,升级完成进行编译,如果出现下面的错误:
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在utils.c里加上#include <stdarg.h>即可。
代码中已经写好了sift的库函数和相关的调用程序,这里先看调用程序是怎样调用sift函数库的:
1.特征提取程序:
siftFeat工程文件
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" 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#include "sift.h"
#include "imgfeatures.h"
#include "utils.h" #include <highgui.h> #include <stdio.h> /******************************** Globals ************************************/ char* img_file_name = "..\\beaver.png";
char* out_file_name = "..\\beaver.sift";;
char* out_img_name = NULL;
int display = ;
int intvls = SIFT_INTVLS; //每层图像中不同模糊度的图像个数
double sigma = SIFT_SIGMA; //模糊参数
double contr_thr = SIFT_CONTR_THR; //扫描极值点时,对比度阈值
int curv_thr = SIFT_CURV_THR; //去除边界点时的阈值
int img_dbl = SIFT_IMG_DBL; //初始化图片的时候是否先double一下原始图片
int descr_width = SIFT_DESCR_WIDTH; //对应于特征点的窗口图像的边长
int descr_hist_bins = SIFT_DESCR_HIST_BINS;//对应于梯度方向直方图的下标个数(将360度划分成几个区间) //最后两个参数就决定了特征点的sift特征的int个数width*width*bins /********************************** Main *************************************/ int main( int argc, char** argv )
{
IplImage* img;
struct feature* features; //仅仅需要定义特征指针,在特征提取函数内部会进行内存的malloc
int n = ; fprintf( stderr, "Finding SIFT features...\n" );
img = cvLoadImage( img_file_name, );
if( ! img )
{
fprintf( stderr, "unable to load image from %s", img_file_name );
exit( );
}
n = _sift_features( img, &features, intvls, sigma, contr_thr, curv_thr,
img_dbl, descr_width, descr_hist_bins );
fprintf( stderr, "Found %d features.\n", n ); if( display )
{
draw_features( img, features, n );
cvNamedWindow( img_file_name, );
cvShowImage( img_file_name, img );
cvWaitKey( );
} if( out_file_name != NULL )
export_features( out_file_name, features, n ); if( out_img_name != NULL )
cvSaveImage( out_img_name, img, NULL );
return ;
}
主要为: 加载图像、提取特征、将特征绘制到图像中、显示图像、保存特征到文件中。
其中最关键的就是特征提取函数:
_sift_features( img, &features, intvls, sigma, contr_thr, curv_thr, img_dbl, descr_width, descr_hist_bins );
输入参数:
img为输入图像;
feat为所要提取的特征指针;
intvl指的是高斯金字塔和差分金字塔的层数;
sigma指的是图像初始化过程中高斯模糊所使用的参数;
contr_thr是归一化之后的去除不稳定特征的阈值;
curv_thr指的是去除边缘的特征的主曲率阈值;
img_dbl是是否将图像放大为之前的两倍;
descr_with用来计算特征描述子的方向直方图的宽度;
descr_hist_bins是直方图中的条数
siftFeat.exe运行结果:
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" alt="" />将生成的特征保存到文件beaver.sift中:aaarticlea/png;base64,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" alt="" />
2.match程序:
match工程文件
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" alt="" />
int main( int argc, char** argv )
{
IplImage* img1, * img2, * stacked;
struct feature* feat1, * feat2, * feat;
struct feature** nbrs;
struct kd_node* kd_root;
CvPoint pt1, pt2;
double d0, d1;
int n1, n2, k, i, m = ; img1 = cvLoadImage( img1_file, );
if( ! img1 )
fatal_error( "unable to load image from %s", img1_file );
img2 = cvLoadImage( img2_file, );
if( ! img2 )
fatal_error( "unable to load image from %s", img2_file );
stacked = stack_imgs( img1, img2 ); fprintf( stderr, "Finding features in %s...\n", img1_file );
n1 = sift_features( img1, &feat1 );
fprintf( stderr, "Finding features in %s...\n", img2_file );
n2 = sift_features( img2, &feat2 );
kd_root = kdtree_build( feat2, n2 );
for( i = ; i < n1; i++ )
{
feat = feat1 + i;
k = kdtree_bbf_knn( kd_root, feat, , &nbrs, KDTREE_BBF_MAX_NN_CHKS );
if( k == )
{
d0 = descr_dist_sq( feat, nbrs[] );
d1 = descr_dist_sq( feat, nbrs[] );
if( d0 < d1 * NN_SQ_DIST_RATIO_THR )
{
pt1 = cvPoint( cvRound( feat->x ), cvRound( feat->y ) );
pt2 = cvPoint( cvRound( nbrs[]->x ), cvRound( nbrs[]->y ) );
pt2.y += img1->height;
cvLine( stacked, pt1, pt2, CV_RGB(,,), , , );
m++;
feat1[i].fwd_match = nbrs[];
}
}
free( nbrs );
} fprintf( stderr, "Found %d total matches\n", m );
cvNamedWindow( "Matches", );
cvShowImage( "Matches", stacked );
cvWaitKey( );
主要为:导入两幅图像、堆叠到一幅图像中、使用默认参数分别提取sift特征、对特征进行比较、显示图像
首先导入两幅待匹配的图像,然后通过函数stack_imgs将两幅图像堆叠到一幅图像中使图像1位于图像2的顶部。
其中sift_features函数是对_sift_features函数的简单封装,使用默认的参数:(这些默认的参数都在sift.h头文件中)
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" alt="" />
3. dispFeat
dispFeat工程:
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" alt="" />
int main( int argc, char** argv )
{
IplImage* img;
struct feature* feat;
char* name;
int n; img = cvLoadImage( img_file, );
if( ! img )
fatal_error( "unable to load image from %s", img_file );
n = import_features( feat_file, feat_type, &feat );
if( n == - )
fatal_error( "unable to import features from %s", feat_file );
name = feat_file; draw_features( img, feat, n );
cvNamedWindow( name, );
cvShowImage( name, img );
cvWaitKey( );
return ;
}
功能很简单就是从特征文件中import入特征,然后通过draw_features函数将特征绘制到图像中显示。
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" alt="" width="210" height="195" />
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综上,整个sift库中关键的就是 特征提取 + 相似性比较
很好的参考网址(这位作者对函数分析的已经很全面了):http://blog.csdn.net/xizero00/article/details/7328060
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