计算机视觉文献与代码资源及资料
来源:互联网 发布:《算法(第四版)》 编辑:程序博客网 时间:2024/05/22 01:51
原文在这里:http://www.cnblogs.com/scnucs/archive/2012/04/18/2455406.html
下面是前端时间搜集整理的一些和计算机视觉、模式识别的资源,拿出来与大家分享下。以后,我将把图像处理真正的作为我的兴趣来玩玩了,也许不把研究作为谋生的手段,会更好些。
标题
作者
主题
关键字
类别
来源
备注
nipsfast.ppt
Nando de Freitas
N-Body problems in learning
Fast N-Body Learning
Ppt
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
nipsfgtf.ppt
Ramani Duraiswami
Fast Multipole Methods Fast Gaussian Transform
FM and FGT
ppt
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
Gray.pdf/ppt
Alex Gray
Statistical N-Body/Proximity Data Structures
N-Body and Data Structures
Ppt/pdf
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
dt-nips04.pdf/ppt
Dan Huttenlocher
Fast Distance Transforms
FDT
Ppt/pdf
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
High.pdf/ppt
Alexander Gray
Fast high-dimensional function integration
Fast integration
Ppt/pdf
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
Fast04.pdf/ppt
David Lowe
Fast high-dimensional feature indexing for object recognition
Feature indexing
Ppt/pdf
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
ihler-fast.pdf/ppt
Alexander lhler
Fast methods and non-parametric BP
Non-parametric BP
Ppt/pdf
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
fastview.pdf
Dustin Lang
Comparing fast methods
Overview fast methods
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
nbody_methods.tar.gz
code
http://www.cs.ubc.ca/~awll/nbody_methods.html
demo_rbpf_gauss.tar
Rao Blackwellised particle filtering for conditionally Gaussian Models
particle filtering for conditionally
code
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
demorbpfdbn.tar.gz
Rao Blackwellised Particle Filtering
code
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
http://www.cs.ubc.ca/~nando/software.html
upf_demos.tar.gz
Unscented Particle Filter
Particle Filter
code
http://www.cs.ubc.ca/~nando/nipsfast/schedule.html
BPF_1_3.zip
Boosted Particle Filter
Tracking
code
http://www.cs.ubc.ca/~okumak/research.html
1
flyer_14_800.mpg
Source image
Database
Image
http://www.cs.ubc.ca/~okumak/research.html
1
trans_flyer_14_800.mpg
image transformed
Database
Image
http://www.cs.ubc.ca/~okumak/research.html
1
LBP.c/h
Topi Mäenpää
LBP operator
Texture
code
http://www.ee.oulu.fi/~topiolli/cpplibs/files/
calibr_v30.zip
Camera Calibration
Computer vision
code
http://www.ee.oulu.fi/mvg/page/camera_calibration
_toolbox_for_matlab
2
LEAR(Learning and Recognition in Vision
Common dataset
Human/car horse soccer human actions
dataset
http://lear.inrialpes.fr/data
3
Lic.zip/highlight.zip
Robby T. Tan
Color Constancy Through Inverse Intensity Chromaticity Space
Highlight Removal from single image
code
http://www.commsp.ee.ic.ac.uk/~rtan/
2008_oxford_fog.pdf
Robby T. Tan
Defog
Defog from single
http://www.commsp.ee.ic.ac.uk/~rtan/
08_cvpr.pdf
Robby T. Tan
Defog
Defog from single
http://www.commsp.ee.ic.ac.uk/~rtan/
Retinex_frankle_mccann
Retinex
Code
http://www.cs.sfu.ca/~colour/publications/IST-2000/
Some
Retinex_maccann99
Retinex
code
http://www.cs.sfu.ca/~colour/publications/IST-2000/
pictures
Gamut.tar.bz2
Retinex
code
http://kobus.ca/research/programs/colour_constancy/index.html
Video.avi/dehaze.m
dehazing
Raanan Fattal
code
http://www.cs.huji.ac.il/~raananf/projects/defog/index.html
MPTK-Windows-bin-0-5-6-beta.zip
Matching pursuit(MP)
Alogrithm
CNRS
Code
http://mptk.irisa.fr/downloads
generateDictionaries.txt
GenerateGabor
Alogrithm
code
http://www.scholarpedia.org/article/Matching_pursuit
Notes:
1. 视频和源码都是对应的文章的:
Kenji Okuma, Ali Taleghani, Nando De Freitas, Jim Little, David G. Lowe. Boosted Particle Filter: Multitarget Detection and Tracking. the European Conference on Computer Vision(ECCV), May 2004.
2. 该网站下面还有其他一些资源可以下载:
http://www.ee.oulu.fi/mvg/page/downloads
是个研究组织:http://lear.inrialpes.fr/ , 除此之外,还有一些源码。
计算机视觉文献与代码资源
CVonline
http://homepages.inf.ed.ac.uk/rbf/CVonline
http://homepages.inf.ed.ac.uk/rbf/CVonline/unfolded.htm
http://homepages.inf.ed.ac.uk/rbf/CVonline/CVentry.htm
李子青的大作:
Markov Random Field Modeling in Computer Vision
http://www.cbsr.ia.ac.cn/users/szli/mrf_book/book.html
Handbook of Face Recognition (PDF)
http://www.umiacs.umd.edu/~shaohua/papers/zhou04hfr.pdf
张正友的有关参数鲁棒估计著作:
Parameter Estimation Techniques:A Tutorial with Application to Conic Fitting
http://research.microsoft.com/~zhang/INRIA/Publis/Tutorial-Estim/Main.html
Andrea Fusiello“计算机视觉中的几何”教程:Elements of Geometric Computer Vision
http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/FUSIELLO4/tutorial.html#x1-520007
有关马尔可夫蒙特卡罗方法的资料:
An introduction to Markov chain Monte Carlo
http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/SENEGAS/mcmc.html
Markov Chain Monte Carlo for Computer Vision--- A tutorial at ICCV05
http://civs.stat.ucla.edu/MCMC/MCMC_tutorial.htm
有关独立成分分析(Independent Component Analysis , ICA)的资料:
An ICA-Page
http://www.cnl.salk.edu/~tony/ica.html
Fast ICA
http://www.cis.hut.fi/projects/ica/fastica/
The Kalman Filter (介绍卡尔曼滤波器的终极网页)
http://www.cs.unc.edu/~welch/kalman/index.html
Cached k-d tree search for ICP algorithms
http://kos.informatik.uni-osnabrueck.de/download/3dim2007/paper.html
几个计算机视觉研究工具
Machine Vision Toolbox for Matlab
http://www.petercorke.com/Machine%20Vision%20Toolbox.html
Matlab and Octave Function for Computer Vision and Image Processing
http://www.csse.uwa.edu.au/~pk/research/matlabfns/
Bayes Net Toolbox for Matlab
http://www.cs.ubc.ca/~murphyk/Software/BNT/bnt.html
OpenCV (Chinese)
http://www.opencv.org.cn/index.php/%E9%A6%96%E9%A1%B5
Gandalf (A Computer Vision and Numerical Algorithm Labrary)
http://gandalf-library.sourceforge.net/
CMU Computer Vision Home Page
http://www.cs.cmu.edu/afs/cs/project/cil/ftp/html/vision.html
Machine Learning Resource Links
http://www.cse.ust.hk/~ivor/resource.htm
The Bayesian Filtering Library
http://www.orocos.org/bfl
Optical Flow Algorithm Evaluation (提供了一个动态贝叶斯网络框架,例如递归信息处理与分析、卡尔曼滤波、粒子滤波、序列蒙特卡罗方法等,C++写的)
http://of-eval.sourceforge.net/
MATLAB code for ICP algorithm
http://www.usenet.com/newsgroups/comp.graphics.visualization/msg00102.html
牛人主页:
朱松纯(Song-Chun Zhu)
http://www.stat.ucla.edu/~sczhu/
David Lowe (SIFT) (很帅的一个老头哦 ^ ^)
http://www.cs.ubc.ca/~lowe/
Andrea Vedaldi (SIFT)
http://vision.ucla.edu/~vedaldi/index.html
Pedro F. Felzenszwalb
http://people.cs.uchicago.edu/~pff/
Dougla Dlanman (Brown的一个研究生,在其主页上搜集了大量算法教程和源码)
http://mesh.brown.edu/dlanman/courses.html
Jianbo Shi (Ncuts 的始作俑者)
http://www.cis.upenn.edu/~jshi/
Active Vision Group (Oxford的一个机器视觉研究团队,特色是SLAM,监视,导航)
http://www.robots.ox.ac.uk/ActiveVision/index.html
Juyang Weng(机器学习的专家,Autonomous Mental Development 是其特色)
http://www.cse.msu.edu/~weng/
测试图片或视频:
Middlebury College‘s Stereo Vision Data Set
http://cat.middlebury.edu/stereo/data.html
Intelligent Vehicle:
IVSource
www.ivsoruce.net
Robot Car
http://www.plyojump.com/robot_cars.html
How to Build a Robot: The Computer Vision Part
http://www.societyofrobots.com/programming_computer_vision_tutorial.shtml
计算机视觉应关注的资源
来自美国帝腾大学的链接。
Camera Calibration Links to toolboxes (mostly MATLAB) for camera calibration.
Paul Debevec. Modeling and Rendering Architecture from Photographs.
Marc Pollefeys, Tutorial on 3D Modeling from Images,, ECCV 2000,
Available here: notes (12.1MB pdf)
Richard Szeliski NIPS 2004 Tutorial on Acquiring Detailed 3D Models From Images and Video,
Available here: slides (37.6 MB, ppt)
Peter Corke did his thesis work on visual servoing for robot applications and has authored a robotics toolkit and vision toolkit for MATLAB.
local copy of thesis: Corke thesis (4.36 MB, pdf)
robot toolkit: robot.zip (568 KB, zip)
vision toolkit: mv.zip (1.08 MB, zip)
P. D. Kovesi., MATLAB Functions for Computer Vision and Image Analysis.
School of Computer Science & Software Engineering, The University of Western Australia.
Available locally as a zip archive MatlabFns.zip (4.8 MB, updated 21 May 2005)
Philip Torr, among many other contributions, submitted a Structure and motion toolkit in Matlab to the MathSoft File Exhange.
Local copy here: torrsam.zip (2.4 MB, zip).
http://blog.sciencenet.cn/home.php?mod=space&uid=454498&do=blog&id=456240
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