计算机视觉学术界大牛

1.cv圈的格局, 按师承关系,总结a tree stucture of cv guys. David Marr ----->Shimon Ullman (Weizmann) ----->Eric Grimson (MIT) ----->Daniel Huttenlocher (Cornell) ----->Pedro Felzenszwalb (Chicago) Thomas Binford (Stanford) ----->David Lowe (UBC) ----->Jitendra Malik (UC Berkeley) ----->Pietro Perona (Caltech) ----->Stefano Soatto (UCLA) ----->Fei-Fei Li (Princeton) ----->Jianbo Shi (UPenn) ----->Yizhou Yu (UIUC) ----->Christoph Bregler (NYU) ----->Serge Belongie (UCSD) ----->Alyosha Efros (CMU) Andrew Blake (Microsoft Research Cambridge) ----->Andrew Zisserman (Oxford) ----->Andrew Fitzgibbon (Microsoft Research Cambridge) ----->Roberto Cipolla (Cambridge) ----->Alan Yuille (UCLA) (UK这个学派的师承关系不太清楚, 这是我听说加上自己猜测的. 事实上, 几个 非常优秀的researcher如Vladimir Kolmogorov虽然不是Andrew Blake的学生, 但是 也属于这个学派. ) Thomas Huang (UIUC) ----->Yong Rui (Microsoft Research Redmond) ----->Nebojsa Jojic (Microsoft Research Redmond) ----->Ying Wu (Northwestern University) ----->Hai Tao (UCSC) ----->Yuncai Liu (SJTU) (Huang这个系的人太多, 而且很怪的是, UIUC的web上信息不全, 在此仅列出我知道的.) 此外, 还有Takeo Kanade等非常有名的大牛, 囿于篇幅, 不一一列举. 从上得知, 加州派 基本占了cv的半壁江山. Olivier Faugeras ----Ponce UIUC ---lazebnik ----Zhengyou Zhang MSR ----Martial Hebert CMU Mit AI lab poggio ---Oliva ---serre Freeman 80年代还来太原理工扶贫了 ---Y. Weiss ----- Levin ---Antonio Torralba （research scientist） Trevor Darrell ---Grauman 补充一下 Zisserman还有一个不错的学生 lifeifei的合作者Rob Fergus MIT的Brain & Cognitive Science Dept和CSAIL里面聚集了一帮人，有的作low level有的作mid level to high level的。他们的工作是值得关注的。 当然说视觉还是要从伟大的David Marr开始。Tomaso Poggio, Richard Whitman是Marr的同事，传承了其理念，一直往下走。Poggio最近几年比较重点的工作放在他那个hierarchical model上。 T. Poggio的第一个PhD学生是Christof Koch （kLab at Caltech）。哦，顺便说一下Koch的另外一个导师是Valentino Breitenberg——同样是影响了一个时代的大人物。Koch研究重点兴趣在consciousness上，在Nature上的很多文章体现了他的研究思想。不过他们也做不少初级的视觉问题，诸如attention。 Koch比较知名的弟子比如Laurent Itti和Li Feifei。 Richard Whitman 年纪比较大了，个人不是很关注他现在做的东西。不过他所在的Perceptual Science Group，是一个非常有影响力的地方，这个组其他大家比较熟悉的老师有Aude Oliva和EH Adelson。Adelson最著名的一个事儿是色彩恒常相关的视错觉，93年发在Science上的那篇。 关于Oliva，前面的帖子错了，她不是Poggio的学生，这家伙和Torralba是老乡，同在法国念书，主要从心理学那条路子开始做，成名之役是hybrid image，和Antonio Torrralba一起搞的。这个Hybrid Image 其实80年代就有了，但是最开始从心理学方向上探讨，没有非常有影响力的文章。后来开始靠谱作自然图像统计，得到Gist theory，当然这个illusion本身后来转投SIGGRAPH，其影响是深远的。嗯，这个和CV关系不大。 Perceptual Science Group出了不少牛人，他们的alumni list可谓超豪华阵容：Yair Weiss, Josh Tenenbaum, Pawan Sinha, Bill Freeman…… 2.最近几年, 特别活跃的cv guys USA Jitendra Malik, UC Berkeley Pietro Perona, Caltech Serge Belongie, UCSD加利福尼亚大学圣迭戈分校 Jianbo Shi, UPenn Stefano Soatto, UCLA Fei-Fei Li, Princeton William Freeman, MIT Trevor Darrell, MIT Simon Baker, CMU Yanxi Liu, CMU Songchun Zhu, UCLA Alan Yuille, UCLA Yi Ma, UIUC Michael Black, Brown Carlo Tomasi, Duke Ramin Zabih, Cornell Shree Nayar, Columbia Rama Chellappa, Maryland Steve Seitz, University of Washington （UC Berkeley,Caltech,UCSD,UPenn,MIT,CMU,UCLA,UIUC,Brown,Duke,Cornell,Coiumbia,Marryland,Washington） 朱松纯 （Song-Chun Zhu） http://www.stat.ucla.edu/~sczhu/ Europe Andrew Zisserman, Oxford, UK Andrew Fitzgibbon, Microsoft Research Cambridge, UK Roberto Cipolla, Cambridge, UK Jean Ponce, INRIA, France Cordelia Schmid, INRIA, France Bill Triggs, LEAR, France Yair Weiss, Hebrew University, Israel Anat Levin, Hebrew University, Israel Michal Irani, Weizmann, Israel Luc van Gool, University of Leuven/ETH Zurich, Czechic China Harry Shum, MSRA Xiaoou Tang, MSRA/CUHK Jian Sun, MSRA Steve Lin, MSRA Yasuyuki Matsushita, MSRA Zhouchen Lin, MSRA Long Quan, HKUST Chi-Keung Tang, HKUST 3.按研究方向划分 按研究方向划分， 应该更合理一些。现在计算机视觉， 计算机图形图像， 机器学习开始融合到一起了吧。 J. Malik，Zhu Songchu偏segmentation; D. Lowe, S. Ullman, Poggio 偏于从生物视觉的启发来研究视觉； Zisserman, Schmid, Lowe研究局部特征； Luc Van Goo， Long Quanl三维重建； Perona, Li Feife， Freeman视觉i学习， 物体分类； 还有运动分析， 视觉跟踪，纹理分析.............

美国计算机领域大牛教授排行，点击可以看到他们的个人网页、介绍以及联系方式等，方便大家搜索。申请美国计算机专业的申请人很多，希望以下文章能方便大家搜索，给大家提供帮助。

　　一大堆fellow和拿了图灵奖的，但做网络方向不多，只知道 David
Culler 和 Leslie
Lamport 。这里面华人还是很多的。In this
paper, J.
E. Hirsch, Dept of Physics, UCSD, proposes "the index h, defined as the number of papers with citation number higher or equal to h, as a useful index to characterize the scientific output of a researcher."

Here is a partial list of computer science researchers who each has an h index of 40 or higher according to Google
Scholar. Several websites provide easy-to-use interfaces for computing an h index, including scHolar
index and Harzing's
publish and perish. Send comments, corrections, and new entries to Jens
Palsberg(UCLA). I do maintain the list: mostly, I add people and update numbers upon request and when I happen to notice a high h index. Most of the numbers on this page are the results of counting
efforts by the listed people themselves. I have computed some of the numbers myself by comparing output from Google
Scholar with other listings of research papers, such as from personal webpages or DBLP.

92 Terrence
Sejnowski (UCSD), IEEE Fellow, Member of the Institute
of Medicine

89 Hector
Garcia-Molina (Stanford), ACM Fellow, Member of the National Academy of Engineering

87 Jeffrey
D. Ullman (Stanford), ACM Fellow, Member of the National Academy of Engineering

82 Robert
Tarjan (Princeton), Turing Award, ACM Fellow, Member of the National Academy of Engineering

80 Deborah
Estrin (UCLA), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

79 Christos
H. Papadimitriou (Berkeley), ACM Fellow, Member of the National Academy of Engineering

77 Don
Towsley (U Mass, Amherst), ACM Fellow, IEEE Fellow

73 Ian
Foster (Argonne National Laboratory & U Chicago)

71 Scott
Shenker (Berkeley), ACM Fellow, IEEE Fellow

70 David
Culler (Berkeley), ACM Fellow, Member of the National Academy of Engineering

70 David
Haussler (UC Santa Cruz)

69 Nick
Jennings (U Southampton), Fellow of the Royal Academy of Engineering

68 Michael
I. Jordan (Berkeley), AAAS Fellow, IEEE Fellow, AAAI Fellow

68 Takeo
Kanade (CMU), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

64 Demetri
Terzopoulos (UCLA), ACM Fellow, IEEE Fellow, Member of the European Academy of Sciences

64 Martin
Vetterli (EPFL), IEEE Fellow

63 Marco
Dorigo (U Libre de Bruxelles)

62 Alon
Halevy [Alon Levy] (Google), ACM Fellow

61 Mario
Gerla (UCLA), IEEE Fellow

58 Luca
Cardelli (Microsoft), ACM Fellow

58 Ronald
Fagin (IBM Almaden), ACM Fellow, IEEE Fellow, AAAS Fellow, ACM SIGMOD Edgar F. Codd Innovations Award

58 Anil
K. Jain (Michigan State U), ACM Fellow, IEEE Fellow

58 Amit
Sheth (Wright State U), IEEE Fellow

57 Martin
Abadi (UC Santa Cruz and Microsoft), ACM Fellow

57 Mihir
Bellare (UCSD)

57 Sushil
Jajodia (George Mason U)

57 Leslie
Lamport (Microsoft), Member of the National Academy of Engineering

56 David
Dill (Stanford), ACM Fellow, IEEE Fellow

56 Randy
H. Katz (Berkeley), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

56 Steven
Salzberg (U Maryland)

56 HongJiang
Zhang (Microsoft), ACM Fellow, IEEE Fellow

55 Jennifer
Widom (Stanford),
ACM Fellow, Member of the National Academy of Engineering

54 Jack
Dongarra (U Tennessee), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

54 David
E. Goldberg (UIUC)

54 Ken
Kennedy (Rice), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

54 Amir
Pnueli (Weizmann and New York University),
Turing Award, ACM Fellow, Member of the National Academy of Engineering

54 Herbert
A. Simon (CMU), Turing Award, ACM Fellow, Nobel Laureate

54 Jeffrey
Vitter (Texas A&M), ACM Fellow, IEEE Fellow

54 Philip
S. Yu (UIC), ACM Fellow, IEEE Fellow

53 Tim
Finin (UMBC)

53 Sally
Floyd (ICSI), ACM Fellow

53 Tomaso
Poggio (MIT)

53 Eduardo
Sontag (Rutgers), IEEE Fellow

52 Rakesh
Agrawal (Microsoft), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

52 Stanley
Osher (UCLA), Member of the National Academy of Sciences

51 Jiawei
Han (UIUC), ACM Fellow

51 Richard
Karp (Berkeley), Turing Award, ACM Fellow, Member of the National Academy of Engineering

51 Alex
Pentland (MIT)

50 Andrew
B. Kahng (UCSD)

50 Alberto
Sangiovanni-Vincentelli (Berkeley), Member of the National Academy of Engineering

50 Lixia
Zhang (UCLA), ACM Fellow

49 Serge
Abiteboul (INRIA)

49 Rajeev
Alur (U Penn), ACM Fellow, IEEE Fellow

49 Rama
Chellappa (U
Maryland)

49 W.
Bruce Croft (U Mass, Amherst), ACM Fellow

49 Jon
Crowcroft (U Cambridge), ACM Fellow, IEEE Fellow

49 David
J. DeWitt (Wisconsin), ACM Fellow, Member of the National Academy of Engineering

49 Mark
Handley (U College London)

49 Daphne
Koller (Stanford), ACM Infosys Foundation Award

49 Maurizio
Lenzerini (Sapienza Universita di Roma)

49 John
McCarthy (Stanford), Turing Award, Member of the National Academy of Engineering

49 Michael
Stonebraker (MIT), ACM Fellow, Member of the National Academy of Engineering

49 Sebastian
Thrun (Stanford)

48 Michael
J. Carey (UC Irvine), ACM Fellow, Member of the National Academy of Engineering

48 Kai
Li (Princeton), ACM Fellow

48 Pavel
Pevzner (UCSD)

48 Mihalis
Yannakakis (Columbia), ACM Fellow

47 Wil
van der Aalst (TU Eindhoven)

47 Leonard
Kleinrock (UCLA), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

47 Jim
Kurose (U Mass, Amherst), ACM Fellow, IEEE Fellow

47 Richard
Lipton (Georgia Tech), ACM Fellow, Member of the National Academy of Engineering

47 Judea
Pearl (UCLA), IEEE Fellow, Member of the National Academy of Engineering

47 Ben
Shneiderman (U Maryland), ACM Fellow

46 Norman
I. Badler (U Penn)

46 Hari
Balakrishnan (MIT), ACM Fellow

46 David
Harel (The Weizmann Institute of Science), ACM Fellow, IEEE Fellow

46 Geoffrey
E. Hinton (Toronto)

46 Thomas
S. Huang (UIUC), IEEE Fellow, Member of the National Academy of Engineering

46 Gordon
Plotkin (U Edinburgh)

46 Tuomas
Sandholm (CMU), ACM Fellow

46 Douglas
C. Schmidt (Vanderbilt University)

46 John
A. Stankovic (U Virginia), ACM Fellow

45 Olivier
Faugeras (INRIA), Member of the French Academy of Sciences

45 Jose
Joaquin Garcia-Luna-Aceves (UC Santa Cruz), ACM Fellow, IEEE Fellow

45 Jim
Gray (Microsoft), Turing Award, ACM Fellow

45 M.
Frans Kaashoek (MIT), ACM Fellow

45 Carl
Kesselman (USC/ISI)

45 Vipin
Kumar (U Minnesota), ACM Fellow, IEEE Fellow

45 Victor
Lesser (U Mass, Amherst), AAAI Fellow

45 Heikki
Mannila (U Helsinki)

45 Rajeev
Motwani (Stanford), ACM Fellow

45 Badri
Nath [B R Badrinath] (Rutgers)

45 Prabhakar
Raghavan (Yahoo! Research), ACM Fellow, IEEE Fellow

45 Eero
P. Simoncelli (NYU), IEEE Fellow

45 Moshe
Y. Vardi (Rice), ACM Fellow, Member of the National Academy of Engineering

44 Victor
Basili (U Maryland), ACM Fellow

44 Christos
Faloutsos (CMU)

44 Oded
Goldreich (Weizmann)

44 H.
V. Jagadish (U Michigan), ACM Fellow

44 Amin
Vahdat (UCSD)

43 Michael
Franklin (Berkeley), ACM Fellow

43 Joseph
Goguen (UCSD)

43 Ramesh
Govindan (USC)

43 Simon
Peyton Jones (Microsoft), ACM Fellow

43 Won Kim (Sung Kyun Kwan University), ACM Fellow

43 Barbara
Liskov (MIT), Turing Award, ACM Fellow, Member of the National Academy of Engineering

43 David
Maier (Portland State U), ACM Fellow

43 Robin
Milner (U Cambridge, UK), Turing Award, ACM Fellow

43 Vern
Paxson (ICSI), ACM Fellow

43 Krithi
Ramamritham (IIT Bombay), ACM Fellow, IEEE Fellow

43 Ronald
L. Rivest (MIT), Turing Award, ACM Fellow, Member of the National Academy of Engineering

42 Michael
Arbib (USC)

42 Barry
Boehm (USC), ACM Fellow

42 Pat
Hanrahan (Stanford), ACM Fellow, Member of the National Academy of Engineering

42 Thomas
A. Henzinger (EPFL), ACM Fellow

42 Donald
E. Knuth (Stanford), Turing Award, ACM Fellow, Member of the National Academy of Engineering

42 Teuvo
Kohonen (Academy of Finland)

42 Miron
Livny (Wisconsin)

42 Jose
Meseguer (UIUC)

42 Erkki
Oja (Helsinki U of Technology)

42 David
A. Patterson (Berkeley), ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

42 Micha
Sharir (Tel Aviv University), ACM Fellow

42 Andrew
S. Tanenbaum (Vrije U, The Netherlands), ACM Fellow, IEEE Fellow

42 Willy
Zwaenepoel (EPFL), ACM Fellow, IEEE Fellow

41 Alex
Aiken (Stanford), ACM Fellow

41 Stefano
Ceri (Politecnico di Milano)

41 Didier
Dubois (CNRS Toulouse)

41 Michael
Kearns (U Penn)

41 Jon
Kleinberg (Cornell), ACM Infosys Foundation Award

41 Monica
S. Lam (Stanford), ACM Fellow

41 Kim
G. Larsen (Aalborg U)

41 Jitendra
Malik (Berkeley), ACM Fellow

41 Deborah
L. McGuinness (RPI)

41 Raymond
Mooney (UT Austin)

41 Alex
Nicolau (UC Irvine)

41 Miodrag
Potkonjak (UCLA)

41 Thomas
W. Reps (U Wisconsin), ACM Fellow

41 Milind
Tambe (USC), AAAI Fellow

41 Gene
Tsudik (UC Irvine)

41 Philip
Wadler (U Edinburgh), ACM Fellow

40 Andrew
Appel (Princeton), ACM Fellow

40 Richard
Baraniuk (Rice University), IEEE Fellow

40 Craig
Chambers (U Washington)

40 Edmund
M. Clarke (CMU), Turing Award, ACM Fellow, IEEE Fellow, Member of the National Academy of Engineering

40 Jason
Cong (UCLA), ACM Fellow

40 Ingemar
J. Cox (U College London), IEEE Fellow

40 Herbert
Edelsbrunner (Duke U)

40 Saul
Greenberg (University of Calgary), Member of the ACM CHI Academy

40 Rajiv
Gupta (UC Riverside), IEEE Fellow

40 Christian
S. Jensen (Aalborg U), IEEE Fellow

40 David
S. Johnson (AT&T Labs), ACM Fellow

40 George
Karypis (U Minnesota)

40 Henry
Levy (U Washington), ACM Fellow, IEEE Fellow

40 Nancy
Lynch (MIT), ACM Fellow, Member of the National Academy of Engineering

40 Maja
Mataric (USC)

40 John
Mitchell (Stanford), ACM Fellow

40 Charles
E. Perkins (Nokia-Siemens Networks)

40 Benjamin
Pierce (U Penn)

40 Raghu
Ramakrishnan (Wisconsin), ACM Fellow

40 George
Varghese (UCSD), ACM Fellow

40 Ian
Witten (U Waikato), ACM Fellow

40 Andrew
Zisserman (University of Oxford)

http://www.cs.ucla.edu/~palsberg/h-number.html

http://www.cnblogs.com/jewell/archive/2011/08/31/2160660.html

　　以上美国计算机领域大牛教授排行以及联系方式希望能够方便申请美国计算机专业的申请人搜索查找相关信息，感谢本文收集者！

超牛的Smart Vehicle研究中心与牛人Prof.
Dr. Dariu M. Gavrila (2010-12-12 09:54:19)转载

标签： 杂谈
http://www.gavrila.net/index.html
最近一直在看Gavrila及其他们团队的论文，感觉很牛，十几年前人家就在奔驰的资助下从事智能车辆方面的研究，而且早就开发出了行人检测与防碰撞系统——“PROTECTOR”，已经将计算机视觉、图像处理与模式识别方面的理论应用于道路行车的安全监控中去了，真的很牛。他们的测试实验也都是用奔驰的汽车，他们在智能车辆、行人检测、三维重建方面有着深厚的理论积累与实际开发经验。

Gavrila的论文感觉很经典，特别是前沿介绍方面感觉真是大家呀，最近几年他的德国学生Enzweiler与Munder在CVPR与IEEE
Transaction on PAMI上发表了一系列的识别分类的文章，个人感觉已经很成一个理论体系了。很值得学习。

由 此也想到了关于科研人员研究内容与方向的问题，我们的研究究竟需要一个怎么样的定位？究竟是要解决理论问题还是解决与生产、工业以及人们生活相关的问题？
究竟是为了研究而研究还是确实为了解决实际问题而研究？是为了发表几篇论文、或者为了评评职称而研究？个人认为一定要有一个好的方向定位与认真的态度，如 果有研究兴趣与研究热情，我们的研究确实又是前瞻性的，确实能解决一些实际问题，这应当是一件非常开心的事情，按照一个自己感兴趣的方向延续下去，顺便将 研究成果整理一下就有了论文、专利等成果。