作機(jī)器視覺和圖像處理方面的研究工作,重要的兩個(gè)問題:其一是要把握住上前沿的內(nèi)容;其二是所作工作要具備很高的實(shí)用背景。解決問題的辦法就是找出這個(gè)方向公認(rèn)高成就的幾個(gè)專家(看看他們都在作什么)和權(quán)威的出版物(閱讀上面新的文獻(xiàn)),解決第二個(gè)問題的辦法是你好能夠找到一個(gè)實(shí)際應(yīng)用的項(xiàng)目,邊做邊寫文章。
做好這幾點(diǎn)的途徑之一就是利用網(wǎng)絡(luò)資源,利用權(quán)威網(wǎng)站和專家們的個(gè)人主頁。
依照下面目錄整理:
[1]研究群體(國(guó)內(nèi))[2]專家主頁[3]前沿國(guó)內(nèi)期刊與會(huì)議[4]搜索資源[5]GPL軟件資源
一、研究群體
用來搜索知名計(jì)算機(jī)視覺研究組(CV Groups):
計(jì)算機(jī)視覺研究組清單http://peipa.essex.ac.uk/info/groups.html
美國(guó)計(jì)算機(jī)視覺研究組清單 http://peipa.essex.ac.uk/info/groups.html#USA
http://www-2.cs.cmu.edu/~cil/vision.html或
http://www.cs.cmu.edu/~cil/vision.html
這是卡奈基梅隆大學(xué)的計(jì)算機(jī)視覺研究組的主頁,上面提供很全的資料,從發(fā)表文章的下載到演示程序、測(cè)試圖像、常用鏈接、相關(guān)軟硬件,甚至還有一個(gè)搜索引擎。有人物Tomasi,
Kanade等。
卡內(nèi)基梅隆大學(xué)雙目實(shí)驗(yàn)室http://vision.middlebury.edu/stereo/
卡內(nèi)基梅隆研究組http://www.cs.cmu.edu/~cil/v-groups.html
還有幾個(gè)實(shí)驗(yàn)室:
Calibrated Imaging Laboratory 圖像
Digital Mapping Laboratory 映射
Interactive Systems Laboratory 互動(dòng)
Vision and Autonomous Systems Center視覺自適應(yīng)
http://www.via.cornell.edu/
康奈爾大學(xué)的計(jì)算機(jī)視覺和圖像分析研究組,好像是電子和計(jì)算機(jī)工程系的。側(cè)重醫(yī)學(xué)方面的研究,但是在上面有相當(dāng)不錯(cuò)資源,關(guān)鍵是它正在建設(shè)中,能夠跟蹤一些信息。
Cornell University——Robotics and Vision group
http://www-cs-students.stanford.edu/ 斯坦福大學(xué)計(jì)算機(jī)系主頁
1. http://white.stanford.edu/
2. http://vision.stanford.edu/
3. http://ai.stanford.edu/美國(guó)斯坦福大學(xué)人工智能機(jī)器人實(shí)驗(yàn)室
The Stanford AI Lab (SAIL) is the intellectual home for researchers in the
Stanford Computer Science Department whose primary research focus is Artificial
Intelligence. The lab is located in the Gates…
Vision and Imaging Science and Technology
http://www.fmrib.ox.ac.uk/analysis/
主要研究:Brain Extraction Tool, Nonlinear noise reduction, Linear Image
Registration, Automated Segmentation, Structural brain change analysis, motion
correction, etc.
http://www.cse.msu.edu/prip/—密歇根州立大學(xué)計(jì)算機(jī)和電子工程系的模式識(shí)別–圖像處理研究組,它的FTP上有許多的文章(NEW)。
美國(guó)密歇根州大學(xué)認(rèn)知模型和圖像處理實(shí)驗(yàn)室
The Pattern Recognition and Image Processing (PRIP) Lab faculty and
students investigate the use of machines to recognize patterns or objects.
Methods are developed to sense objects, to discover
which…h(huán)ttp://www.cse.msu.edu/rgroups/prip/
http://pandora.inf.uni-jena.de/p/e/index.html
德國(guó)的一個(gè)數(shù)字圖像處理研究小組,在其上面能找到一些不錯(cuò)的鏈接資源。
柏林大學(xué) http://www.cv.tu-berlin.de/
德國(guó)波恩大學(xué)視覺和認(rèn)識(shí)模型小組
Computer Vision Group located within the Division III of the Computer
Science Department in the University of Bonn in Germany. This server offers
information on topics concerning our computer vision
http://www-dbv.informatik.uni-bonn.de/
http://www-staff.it.uts.edu.au/~sean/CVCC.dir/home.html
CVIP(used to be CVCC for Computer Vision and Cluster Computing) is a
research group focusing on cluster-based computer vision within the Spiral
Architecture.
http://cfia.gmu.edu/
The mission of the Center for Image Analysis is to foster
multi-disciplinary research in image, multimedia and related technologies by
establishing links between academic institutes, industry and government
agencies, and to transfer key technologies to help industry build next
generation commercial and military imaging and multimedia systems.
英國(guó)的Bristol大學(xué)的Digital Media
Group在圖形圖像方面不錯(cuò)。主要就是涉及到場(chǎng)景中光線計(jì)算的問題,比如用全局光照或是各種局部光照對(duì)高動(dòng)態(tài)圖的處理,還有近似真實(shí)的模擬現(xiàn)實(shí)環(huán)境
(照片級(jí)別的),還有用幾張照片來建立3D模型(人頭之類的)。另外也有對(duì)古代建筑模型復(fù)原。http://www.cs.bristol.ac.uk/Research/Digitalmedia/
而且根據(jù)Times全英計(jì)算機(jī)排名在第3, 也算比較的研究了
http://www.cmis.csiro.au/IAP/zimage.htm
這是一個(gè)側(cè)重圖像分析的站點(diǎn),一般。但是提供一個(gè)Image Analysis環(huán)境—ZIMAGE and SZIMAGE。
麻省理工視覺實(shí)驗(yàn)室MIT http://groups.csail.mit.edu/vision/welcome/
AI Laboratory Computer Vision group
Center for Biological and Computational Learning
Media Laboratory, Vision and Modeling Group
Perceptual Science group
UC Berkeley
http://0-vision.berkeley.edu.ilstest.lib.neu.edu/vsp/index.html
http://www.cs.berkeley.edu.ilste … n/vision_group.html
加州大學(xué)伯克利分校視覺實(shí)驗(yàn)室David A. Forsyth:http://www.cs.berkeley.edu/~daf/
UCLA(加州大學(xué)洛杉磯分校) http://vision.ucla.edu/ 視覺實(shí)驗(yàn)室
英國(guó)牛津的A.Zisserman:http://www.robots.ox.ac.uk/~az/ 機(jī)器人實(shí)驗(yàn)室
美國(guó)南加州大學(xué)智能機(jī)器人和智能系統(tǒng)研究所University of Southern California, Los Angeles
IRIS is an interdepartmental unit of USC’s School of Engineering with ties
to USC’s Information Sciences Institute (ISI). Members include faculty, graduate
students, and research staff associated with… http://iris.usc.edu/ Computer
Vision 實(shí)驗(yàn)室
美國(guó)南加州大學(xué)計(jì)算機(jī)視覺實(shí)驗(yàn)室介紹:
Computer Vision Laboratory at the University of Southern California is one
of the major centers of computer vision research for thirty years. they conduct
research in a number of basic and applied
are…h(huán)ttp://iris.usc.edu/USC-Computer-Vision.html
英國(guó)約克大學(xué)計(jì)算機(jī)結(jié)構(gòu)神經(jīng)網(wǎng)絡(luò)小組
The Advanced Computer Architecture Group has had a thriving research
programme in neural networks for over 10 years. The 15 researchers, led by Jim
Austin, focus their work in the theory and
applicati…h(huán)ttp://www.cs.york.ac.uk/arch/neural/
瑞士戴爾莫爾感知人工智能研究所
IDIAP is a research institute established in Martigny in the Swiss Alps
since 1991. Active in the areas of multimodal interaction and multimedia
information management, the institute is also the leade…h(huán)ttp://www.idiap.ch/
英國(guó)薩里大學(xué)視覺,語言和信號(hào)處理中心
The Centre for Vision, Speech and Signal Processing (CVSSP) is more than 60
members strong, comprising 12 academic staff, 18 research fellows and more than
44 research students. The activities of the
…h(huán)ttp://www.ee.surrey.ac.uk/Research/VSSP/
美國(guó)阿默斯特馬薩諸塞州立大學(xué)計(jì)算機(jī)視覺實(shí)驗(yàn)室
The Computer Vision Laboratory was established in the Computer Science
Department at the University of Massachusetts in 1974 with the goal of
investigating the scientific principles underlying the
con…h(huán)ttp://vis-www.cs.umass.edu
University of Massachusetts——Computer Vision Laboratory for Perceptual
Robotics
美國(guó)芝加哥伊利諾伊斯大學(xué)貝克曼研究中心智能機(jī)器人和計(jì)算機(jī)視覺實(shí)驗(yàn)室
Includes the following groups: Professor Seth Hutchinson’s Research Group
Professor David Kriegman’s Research Group Professor Jean Ponce’s Research Group
Professor Narendra Ahuja’s Research Gro…h(huán)ttp://www-cvr.ai.uiuc.edu/
Computer Vision and Robotics Laboratory
Vision Interfaces and Systems Laboratory (VISLab)
英國(guó)伯明翰大學(xué)計(jì)算機(jī)科學(xué)學(xué)校視覺研究小組
The vision group at the School of Computer Science (a RAE 5 rated
department) performs research into a wide variety of computer vision and image
understanding areas. Much of this work is performed in
…h(huán)ttp://www.cs.bham.ac.uk/research/vision/
微軟研究院機(jī)器學(xué)習(xí)與理解研究小組 / 計(jì)算機(jī)視覺小組
The research group focuses on the development of more advanced and
intelligent computer systems through the exploitation of statistical methods in
machine learning and computer vision. The site lists
…h(huán)ttp://research.microsoft.com/mlp/
http://research.microsoft.com/en-us/groups/vision/
微軟公司的文獻(xiàn):http://research.microsoft.com/research/pubs
微軟亞洲研究院:http://research.microsoft.com/asia/,值得關(guān)注Harry Shum, Jian Sun,
Steven Lin, Long Quan(兼職HKUST)etc.
瑞典隆德大學(xué)數(shù)學(xué)系視覺組:http://www.maths.lth.se/matematiklth/personal/andersp/
感覺國(guó)外搞視覺的好多是數(shù)學(xué)系出身,大約做計(jì)算機(jī)視覺對(duì)數(shù)學(xué)要求很高吧。
澳大利亞國(guó)立大學(xué):http://users.rsise.anu.edu.au/~hartley/
美國(guó)北卡大學(xué):http://www.cs.unc.edu/~marc/
法國(guó)INRIA:http://www-sop.inria.fr/odyssee/team/ 由Olivier.Faugeras領(lǐng)銜的牛人眾多。
比利時(shí)魯汶大學(xué)的L.Van Gool: www.esat.kuleuven.ac.be/psi/visics/
據(jù)說在這個(gè)只有中國(guó)一個(gè)小鎮(zhèn)大小的地方的魯汶大學(xué)在歐洲排行top10,名列世界top100,還出了幾個(gè)諾貝爾獎(jiǎng),視覺研究也很強(qiáng).
美國(guó)明德http://vision.middlebury.edu/stereo/
以下含有非頂尖美國(guó)學(xué)校研究組,沒有鏈接(個(gè)別的上面已經(jīng)提到),供參考。
Amerinex Applied Imaging, Inc.
Boston University
Image and Video Computing Research group
University of California at Santa Barbara加州大學(xué)芭芭拉分校
Vision Research Lab
University of California at San Diego加州大學(xué)圣迭戈分校
Computer Vision & Robotics Research Laboratory
Visual Computing laboratory
University of California at Irvine加州大學(xué)歐文分校,加州南部一城,在圣安娜東南,
Computer Vision laboratory
University of California, Riverside加州大學(xué)河濱分校
Visualization and Intelligent Systems Laboratory (VISLab)
University of California at Santa Cruz
Perceptual Science Laboratory
Caltech (加州理工)
Vision group
University of Central Florida
Computer Vision laboratory
University of Florida
Center for Computer Vision and Visualization
Colorado State University
Computer Vision group
Columbia University
Automated Vision Environment (CAVE)
Robotics group
University of Georgia, Athens
Visual and Parallel Computing Laboratory
Harvard University(哈佛)
Robotics Laboratory
University of Illinois at Urbana-Champaign
Robotics and Computer Vision
University of Iowa
Division of Physiologic Imaging
Jet Propulsion Laboratory
Machine Vision and Tracking Sensors group
Khoral Research, Inc
Lawrence Berkeley Laboratories
Imaging and Collaborative Computing Group
Imaging and Distributed Computing
Lehigh University
Image Processing and Pattern Analysis Lab
Vision And Software Technology Laboratory
University of Louisville
Computer Vision and Image Processing Lab
University of Maryland
Computer Vision Laboratory
University of Miami
Underwater Vision and Imaging Laboratory
University of Michigan密歇根
AI Laboratory
Michigan State University 密歇根州立
Pattern Recognition and Image Processing laboratory
Environmental Research Institute of Michigan (ERIM) 密歇根大學(xué)有汽車車身檢測(cè)研究
University of Missouri-Columbia
Computational Intelligence Research Laboratory
NEC
Computer Vision and Image Processing
University of Nevada
Computer Vision Laboratory
Notre-Dame University
Vision-Based Robotics using Estimation
Ohio State University
Signal Analysis and Machine Perception Laboratory
University of Pennsylvania
GRASP laboratory
Medical Image Processing group
Vision Analysis and Simulation Technologies (VAST) Laboratory
Penn State University 賓夕法尼亞大學(xué)
Computer Vision
Precision Digital Images
Purdue University普渡大學(xué)
Robot Vision laboratory
Video and Image Processing Laboratory (VIPER)
Rensselaer Polytechnic Institute (RPI)
Computer Science Vision
University of Rochester
Center for Electronic Imaging Systems
Vision and Robotics laboratory
Rutgers University (The State University of New Jersey)
Image Understanding Lab
University of Southern California
Computer Vision
University of South Florida
Image Analysis Research group
Stanford Research Institute International (SRI)
RADIUS — Research and Development for Image Understanding Systems
The Perception program at SRI’s AI Center
SUNY at Stony Brook
Computer Vision Lab
University of Tennessee
Imaging, Robotics and Intelligent Systems laboratory
University of Texas, Austin
Laboratory for Vision Systems
University of Utah
Center for Scientific Computing and Imaging
Robotics and Computer Vision
University of Virginia
Computer Vision Research (CS)
University of Washington
Image Computing Systems Laboratory
Information Processing Laboratory
CVIA Laboratory
University of West Florida
Image Analysis/Robotics Research Laboratory
University of Wisconsin
Computer Vision group
Vanderbilt University
Center for Intelligent Systems
Washington State University
Imaging Research laboratory
Wright-Patterson
Model-Based Vision laboratory
Wright State University
Intelligent Systems Laboratory
University of Wyoming
Wyoming Image and Signal Processing Research (WISPR)
Yale University
Computational Vision Group http://www.cs.yale.edu/
School of Medicine, Image Processing and Analysis group
國(guó)內(nèi):
中科院模式識(shí)別國(guó)家重點(diǎn)實(shí)驗(yàn)室 http://www.nlpr.ia.ac.cn/English/rv/mainpage.html
虹膜識(shí)別、掌紋識(shí)別、人臉識(shí)別、
蓮花山http://www.stat.ucla.edu/~sczhu/Lotus/
天津大學(xué)精密測(cè)試技術(shù)及儀器國(guó)家重點(diǎn)實(shí)驗(yàn)室
研究方向包括:激光及光電測(cè)試技術(shù)、傳感及測(cè)量信息技術(shù)、微納測(cè)試與制造技術(shù)、制造質(zhì)量控制技術(shù)。該實(shí)驗(yàn)室是國(guó)內(nèi)精密測(cè)試領(lǐng)域惟一的國(guó)家重點(diǎn)實(shí)驗(yàn)室。
“智能微系統(tǒng)及其集成應(yīng)用技術(shù)”、“微結(jié)構(gòu)光學(xué)測(cè)試技術(shù)”、“油氣儲(chǔ)運(yùn)安全檢測(cè)技術(shù)”、“先進(jìn)制造中的視覺測(cè)量及其關(guān)鍵技術(shù)”、“正交偏振激光器原理、特性及其在精密計(jì)量中的應(yīng)用研究”等5項(xiàng)代表性成果(07.3)。
中科院長(zhǎng)春光機(jī)所 http://www.ciomp.ac.cn/ny/keyan.asp
中科院沈陽自動(dòng)化所http://www.sia.ac.cn/index.php
中科院西安光機(jī)所http://www.opt.ac.cn/yanjiushi/gpcxjs1.htm
北京大學(xué)智能科學(xué)系http://www.cis.pku.edu.cn/vision/vision.htm
三維視覺計(jì)算與機(jī)器人,生物特征識(shí)別與圖像識(shí)別
二、專家網(wǎng)頁
http://www.ai.mit.edu/people/wtf/
這位可是MIT人工智能實(shí)驗(yàn)室的BILL FREEMAN。專長(zhǎng)是:理解–貝葉斯模型。
http://www.merl.com/people/brand/
MERL(Mitsubishi Electric Research Laboratory)中的擅長(zhǎng)“Style Machine”。
http://research.microsoft.com/~ablake/
CV界極有聲望的A.Blake
1977年畢業(yè)于劍橋大學(xué)三一學(xué)院并或數(shù)學(xué)與電子科學(xué)學(xué)士學(xué)位。之后在MIT,Edinburgh,Oxford先后組建過研究小組并成為Oxford的教授,直到1999年進(jìn)入微軟劍橋研究中心。主要工作領(lǐng)域是計(jì)算機(jī)視覺。
http://www-2.cs.cmu.edu/afs/cs.cmu.edu/user/har/Web/home.html
這位專家好像正在學(xué)習(xí)漢語,主頁并且搜集了諸如“兩只老虎(Two Tigers)”的歌曲。
他的主頁上面還有幾個(gè)專家:Shumeet Baluja, Takeo Kanade。他們的Face
Detection作的絕對(duì)是世界一流。畢業(yè)于卡奈基梅隆大學(xué)的計(jì)算機(jī)科學(xué)系,興趣是計(jì)算機(jī)視覺。
三、前沿國(guó)國(guó)內(nèi)期刊與會(huì)議
這里的期刊大部分都可以通過上面的專家們的主頁間接找到
1.會(huì)議 2.期刊 3.國(guó)內(nèi)期刊 4.神經(jīng)網(wǎng)絡(luò) 5.CV 6.數(shù)字圖象 7.教育資源,大學(xué) 8.常見問題
1. 會(huì)議
現(xiàn)在,上計(jì)算機(jī)視覺方面的三大會(huì)議是ICCV, CVPR和ECCV,統(tǒng)稱之為ICE。
ICCV的全稱是International Comference on Computer
Vision。ICCV兩年一次,與ECCV正好錯(cuò)開,是公認(rèn)的三個(gè)會(huì)議中級(jí)別最高的。
ECCV的全稱是Europeon Conference on Computer Vision,是一個(gè)歐洲的會(huì)議。
CVPR的全稱是Internaltional Conference on Computer Vision and Pattern
Recogintion計(jì)算機(jī)視覺與模式識(shí)別會(huì)議。這是一個(gè)一年一次的會(huì)議,舉辦地在美國(guó)。
ICIP—
BMVC—
MVA—
模式識(shí)別會(huì)議(ICPR ):
亞洲計(jì)算機(jī)視覺會(huì)議(ACCV):
2.期刊
以計(jì)算機(jī)視覺為主要內(nèi)容之一的刊物也有很多,如:
International Journal of Computer Vision
IEEE Trans. On PAMI http://www.computer.org/tpami/index.htm
IEEE Transactionson Image Processing
http://www.ieee.org/organizations/pubs/transactions/tip.htm
Pattern Recognition http://www.elsevier.com/locate/issn/00313203
Pattern Recognition Letters
http://www.elsevier.com/locate/issn/01678655
IEEE Trans. on Robotics and Automation,
IEEE TPAMI
IEEE TIP
CVGIP Computer Vision. Graphics and Image Processing,
Visual Image Computing,
IJPRAI(Internatiorial Journat of Pattern Recognition and Artificial
Intelligence)
眾所周知, computer vision(cv)
存在ICCV/CVPR/ECCV三個(gè)頂級(jí)會(huì)議,它們檔次差不多,都應(yīng)該在一流會(huì)議行列,沒有必要給個(gè)高下。有些us的人認(rèn)為ICCV/CVPR略好于ECCV,而歐洲人大都認(rèn)為ICCV/ECCV略好于CVPR,某些英國(guó)的人甚至認(rèn)為BMVC好于CVPR。簡(jiǎn)言之,
三個(gè)會(huì)議差不多, 各有側(cè)重和偏好。
筆者就個(gè)人經(jīng)驗(yàn)淺談三會(huì)異同, 以供大家參考和討論。 三者乃cv領(lǐng)域的旗艦和風(fēng)向標(biāo),其oral paper (包括best paper)
代表當(dāng)年度cv的最高水準(zhǔn), 在此引用Harry Shum的一句話, 想知道某個(gè)領(lǐng)域在做些什么,找最近幾年此領(lǐng)域的proceeding看看就知道了。
ICCV/CVPR由IEEE Computer Society牽頭組織, ECCV好像沒有專門負(fù)責(zé)的組織。 CVPR每年(除2002年)都在美國(guó)開,
ECCV每?jī)赡觊_一次,僅限歐洲, ICCV也是每?jī)赡暌淮?,各洲輪值?基本可以保證每年有兩個(gè)會(huì)議開, 這樣研究者就有兩次躋身牛會(huì)的機(jī)會(huì)。
就錄取率而言, 三會(huì)都有波動(dòng)。 如ICCV2001錄取率>30%,且出現(xiàn)兩個(gè)人(華人)各有三篇第一作者的paper的情況,這在頂級(jí)牛會(huì)是不常見的
(灌水嫌疑)。 但是, ICCV2003, 2005兩次錄取率都很低, 大約20%左右。 ECCV也是類似規(guī)律, 在2004年以前都是>30%,
2006年降低到20%左右。 CVPR的錄取率近年來一直偏高,從2004年開始一直都在[25%,30%]。最近一次CVPR2006是28.1%,
CVPR2007還不知道統(tǒng)計(jì)數(shù)據(jù)。筆者猜測(cè)為了維持錄取paper的絕對(duì)數(shù)量, 當(dāng)submission少的時(shí)候錄取率偏高,
反之偏低,近幾年三大會(huì)議的投稿數(shù)量全部超過1000, 相對(duì)2000年前, 三會(huì)錄取率均大幅度降低,最大幅度50%->20%。 對(duì)錄取率走勢(shì)感興趣的朋友,
可參考
http://vrlab.epfl.ch/~ulicny/statistics/(CVPR2004的數(shù)據(jù)是錯(cuò)的),http://www.adaptivebox.net/research/bookmark/CICON_stat.html.
顯然, 投入cv的人越來越多,這個(gè)領(lǐng)域也是越來越大, 這點(diǎn)頗不似machine learning一直奉行愚蠢的小圈子主義。另外一點(diǎn)值得注意,
ICCV/ECCV只收vision相關(guān)的topic,而cvpr會(huì)收少量的pattern recognition paper, 如finger
print等,但是不收和image/video完全不占邊的pr paper,如speech
recognition等。我一個(gè)朋友曾經(jīng)review過一篇投往CVPR的speech的paper,
三個(gè)reviewer一致拒絕,其中一個(gè)reviewer搞笑的指出, 你這篇paper應(yīng)該是投ICASSP被據(jù)而轉(zhuǎn)投CVPR的。 就topic而言,
CVPR涵蓋最廣。 還有一個(gè)沒有驗(yàn)證過的原因?qū)е翪VPR錄取率高: 很多us的researcher不愿意或沒有足夠的經(jīng)費(fèi)到us以外的地方開會(huì),
故CVPR會(huì)優(yōu)先接收很多來自u(píng)s的paper (讓大家都happy)。
以上對(duì)三會(huì)的分析對(duì)我們投paper是很有指導(dǎo)作用的。 目前的research我想絕大部分還是紙上談兵,必經(jīng) read paper ->
write paper -> publish paper -> publish paper on top conferences and
journals流程。故了解投paper的一些基本技巧,掌握領(lǐng)域的走向和熱點(diǎn), 是非常必要的。
避免做無用功,選擇切合的topic,改善presentation, 注意格式 (遵守規(guī)定的模板),
我想這是很多新手需要注意的問題。如ICCV2007明文規(guī)定不寫summary page直接reject, 但是仍然有人忽視, 這是相當(dāng)不值得的。
3.國(guó)內(nèi)期刊
自動(dòng)化學(xué)報(bào)、計(jì)算機(jī)學(xué)報(bào)、軟件學(xué)報(bào)、電子學(xué)報(bào),中國(guó)圖象圖形學(xué)報(bào),模式識(shí)別與人工智能,光電子激光,精密光學(xué)工程等。
4.神經(jīng)網(wǎng)絡(luò)
神經(jīng)網(wǎng)絡(luò)-Neural Networks Tutorial Review
http://hem.hj.se/~de96klda/NeuralNetworks.htm
ftp://ftp.sas.com/pub/neural/FAQ.html
Image Compression with Neural Networks
http://www.comp.glam.ac.uk/digimaging/neural.htm
Backpropagator’s Review
http://www.dontveter.com/bpr/bpr.html
Bibliographies on Neural Networks
http://liinwww.ira.uka.de/bibliography/Neural/
Intelligent Motion Control with an Artificial Cerebellum
http://www.q12.org/phd.html
Kernel Machines
http://www.kernel-machines.org/
Some Neural Networks Research Organizations
http://www.ieee.org/nnc/
http://www.inns.org/
Neural Network Modeling in Vision Research
http://www.rybak-et-al.net/nisms.html
Neural Networks and Machine Learning
http://learning.cs.toronto.edu/
Neural Application Software
http://attrasoft.com
Neural Network Toolbox for MATLAB
http://www.mathworks.com/products/neuralnet/
Netlab Software
http://www.ncrg.aston.ac.uk/netlab/
Kunama Systems Limited http://www.kunama.co.uk/
5.Computer Vision(計(jì)算機(jī)視覺)
Annotated Computer Vision Bibliography
http://iris.usc.edu/Vision-Notes/bibliography/contents.html
http://iris.usc.edu/Vision-Notes/rosenfeld/contents.html
Lawrence Berkeley National Lab Computer Vision and Robotics
Applications
http://www-itg.lbl.gov/ITG.hm.pg.docs/VISIon/vision.html
CVonline by University of Edinburgh
The Evolving, Distributed, Non-Proprietary, On-Line Compendium of Computer
Vision, www.dai.ed.ac.uk/CVonline
Computer Vision Handbook,
www.cs.hmc.edu/~fleck/computer-vision-handbook
Vision Systems Courseware
www.cs.cf.ac.uk/Dave/Vision_lecture/Vision_lecture_caller.html
Research Activities in Computer Vision
http://www-syntim.inria.fr/syntim/analyse/index-eng.html
Vision Systems Acronyms
www.vision-systems-design.com/vsd/archive/acronyms.html
Dictionary of Terms in Human and Animal Vision
http://cns-web.bu.edu/pub/laliden/WWW/Visionary/Visionary.html
Metrology based on Computer Vision
www.cranfield.ac.uk/sme/amac/research/metrology/metrology.html
6.Digital Photography 數(shù)字圖像
Digital Photography, Scanning, and Image Processing
www.dbusch.com/scanners/scanners.htm l
7.Educational Resources, Universities 教育資源,大學(xué)
Center for Image Processing in Education
www.cipe.com
Library of Congress Call Numbers Related to Imaging Science by Rochester
Institute of Technology
http://wally2.rit.edu/pubs/guides/imagingcall.html
Mathematical Experiences through Image Processing, University of
Washington
www.cs.washington.edu/research/metip/metip.html
Vismod Tech Reports and Publications, MIT
http://vismod.www.media.mit.edu/cgi-bin/tr_pagemaker
Vision Lab PhD dissertation list, University of Antwerp
http://wcc.ruca.ua.ac.be/~visielab/theses.html
INRIA (France) Research Projects: Human-Computer Interaction, Image
Processing, Data Management, Knowledge Systems
www.inria.fr/Themes/Theme3-eng.html
Image Processing Resources
http://eleceng.ukc.ac.uk/~rls3/Contents.htm
Publications of Carsten Steger
http://www9.informatik.tu-muench … r/publications.html
8.FAQs(常見問題)
comp.dsp FAQ
www.bdti.com/faq/dsp_faq.htm
Robotics FAQ
www.frc.ri.cmu.edu/robotics-faq
Where’s the sci.image.processing FAQ?
www.cc.iastate.edu/olc_answers/p … processing.faq.html
comp.graphics.algorithms FAQ, Section 3, 2D Image/Pixel Computations
www.exaflop.org/docs/cgafaq
Astronomical Image Processing System FAQ
www.cv.nrao.edu/aips/aips_faq.html
四、搜索資源
http://sal.kachinatech.com/
http://cheminfo.pku.edu.cn/mirrors/SAL/index.shtml 北京大學(xué)
Google輸入:computer vision 或computer vision groups可以獲得很多結(jié)果
網(wǎng)絡(luò)資源:
CVonline http://homepages.inf.ed.ac.uk/rbf/CVonline/視覺研究組列表
Computer vision test Image
http://www.cs.cmu.edu/~cil/v-images.html卡內(nèi)基梅隆標(biāo)準(zhǔn)圖片庫
視覺論文搜索:Paper search
http://www.researchindex.com
五、圖像處理GPL庫(代碼庫圖像庫等)
http://www.ph.tn.tudelft.nl/~klamer/cppima.html
Cppima
是一個(gè)圖像處理的C++函數(shù)庫。這里有一個(gè)較全面介紹它的庫函數(shù)的文檔,當(dāng)然你也可以下載壓縮的GZIP包,里面包含TexInfo格式的文檔。
http://iraf.noao.edu/
Welcome to the IRAF Homepage! IRAF is the Image Reduction and Analysis
Facility, a general purpose software system for the reduction and analysis of
astronomical data
http://entropy.brni-jhu.org/tnimage.html
一個(gè)非常不錯(cuò)的Unix系統(tǒng)的圖像處理工具,看看它的截圖。你可以在此基礎(chǔ)上構(gòu)建自己的專用圖像處理工具包。
http://sourceforge.net/projects/
這是GPL軟件集散地,可以搜索IP庫。
國(guó)內(nèi)的CSDN http://www.csdn.net/