The genealogy relationship of the learning and vision guys（机器学习与视觉大牛族谱深度挖掘）

转自：http://blog.csdn.net/ustcmsraase/archive/2010/11/09/5996635.aspx

 

 

说明：根据多年前这篇文章扩充而来，

            http://knatolw.spaces.live.com/blog/cns!67C777C04482E125!314.entry

            包括Phd和Post-doc, co-supervise关系，故有可能有重复出现。

            欢迎转载，转载请注明原出处。

            欢迎补充和指正，请email: v-jwang@microsoft.com.

  

 

关于computer vision的会议及vision guys

注:我上次在转载Zhihua Zhou的帖子时候补充说明了cv的会议,现在扩展成一篇长文.

众所周知, computer vision(cv) 存在ICCV/CVPR/ECCV三个顶级会议, 它们档次差不多,

都应该在一流会议行列, 没有必要给个高下. 有些us的人认为ICCV/CVPR略好于ECCV,

而欧洲人大都认为ICCV/ECCV略好于CVPR, 某些英国的人甚至认为BMVC好于CVPR.

简言之, 三个会议差不多, 各有侧重和偏好.

笔者就个人经验浅谈三会异同, 以供大家参考和讨论. 三者乃cv领域的旗舰和风向标,

其oral paper (包括best paper) 代表当年度cv的最高水准, 在此引用Harry Shum的一句

话, 想知道某个领域在做些什么, 找最近几年此领域的proceeding看看就知道了. ICCV/CVPR

由IEEE Computer Society牵头组织, ECCV好像没有专门负责的组织. CVPR每年(除2002年)

都在美国开, ECCV每两年开一次,仅限欧洲, ICCV也是每两年一次, 各洲轮值. 基本可以保证

每年有两个会议开, 这样研究者就有两次跻身牛会的机会.

就录取率而言, 三会都有波动. 如ICCV2001录取率>30%, 且出现两个人(华人)各有三篇

第一作者的paper的情况, 这在顶级牛会是不常见的 (灌水嫌疑). 但是, ICCV2003, 2005

两次录取率都很低, 大约20%左右. ECCV也是类似规律, 在2004年以前都是>30%, 2006

年降低到20%左右. CVPR的录取率近年来一直偏高, 从2004年开始一直都在[25%,30%].

最近一次CVPR2006是28.1%, CVPR2007还不知道统计数据. 笔者猜测为了维持录取paper

的绝对数量, 当submission少的时候录取率偏高, 反之偏低, 近几年三大会议的投稿数量全部

超过1000, 相对2000年前, 三会录取率均大幅度降低, 最大幅度50%->20%. 对录取率走势

感兴趣的朋友, 可参考 http://vrlab.epfl.ch/~ulicny/statistics/ (CVPR2004的数据是错的),

http://www.adaptivebox.net/research/bookmark/CICON_stat.html .

显然, 投入cv的人越来越多,这个领域也是越来越大, 这点颇不似machine learning一直奉行

愚蠢的小圈子主义. 另外一点值得注意, ICCV/ECCV只收vision相关的topic, 而cvpr会收少量

的pattern recognition paper, 如fingerprint等, 但是不收和image/video完全不占边的pr paper,

如speech recognition等. 我一个朋友曾经review过一篇投往CVPR的speech的paper, 三个

reviewer一致拒绝, 其中一个reviewer搞笑的指出, 你这篇paper应该是投ICASSP被据而转投

CVPR的. 就topic而言, CVPR涵盖最广. 还有一个没有验证过的原因导致CVPR录取率高: 很多

us的researcher不愿意或没有足够的经费到us以外的地方开会, 故CVPR会优先接收很多来自

us的paper (让大家都happy).

以上对三会的分析对我们投paper是很有指导作用的. 目前的research我想绝大部分还是纸上

谈兵, 必经 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, 掌握领域的走向和热点, 是非常必要的. 避免做无用功,

选择切合的topic, 改善presentation, 注意格式 (遵守规定的模板), 我想这是很多新手需要注意

的问题. 如ICCV2007明文规定不写summary page直接reject, 但是仍然有人忽视, 这是相当不值得的.

paper毕竟是死的, 写paper的人才是活的. 那么我现在研究一下cv圈的格局, 按师承关系,

借鉴前人, 我总结a tree stucture of cv guys.

          

David Marr(MIT)

                   --------Shimon Ullman(Weizmann)

                                                             ---------Daniel Huttenlocher(Cornell)

                                                             ---------Demetri Terzopoulos(UCLA)

                                                                                                               --------Dimitris Metaxas(Rutgers)

                      -------Eric Grimson(MIT)

                                                       ------Pedro Felzenszwalb(Uchicago)

                                                       ------Polina Golland(MIT)

                                                        -----Xiaogang Wang(CUHK)

                                                        ---------Daniel Huttenlocher(Cornell)

 

Marvin Minsky(MIT,Turning Award)

                            -----Berthold Horn(MIT)

                                                             -----Tomas Lozano-Perez(MIT)

                                                                                                          -----John Canny(UC Berkeley)(Canny edge detector)

                                                                                                          -----Paul Viola(Microsoft)

 

Olivier Faugeras(Uparis XI)

                             -----Martial Hebert(CMU)

                           -------Derek Hoiem(UIUC)

                              -----Jean Ponce(UIUC)

                                                         ------Lazbnik(UNC)(Spatial Pyramid Matching)

                               -----Zhengyou Zhang(Microsoft)

 

Takeo Kanade(CMU)

                         ------Qifa Ke(Microsoft)

                       -------Shree Nayar(Columbia)

                                                        --------Srinivasa Narasimhan(CMU)

                                                         -------Simon Baker(Microsoft)

                        -------Richard Szeliski(Microsoft)

                        -------Carlo Tomasi(Duke)

                        -------James Rehg(GIT)

                                                       ------Jianxin Wu(NTU)

 

Whitman Richards(MIT)

                                -----Alex Pentland(MIT)

                                                                -----Trevor Darrell(UC Berkeley)

                                                                                                  ------Kristen Grauman(UTexas)(Pyramid Matching Kernel)

                              ------Joshua Tenenbaum(MIT)(Isomap)

                                                                         -----Tom Griffiths(UC Berkeley)

 

Andrew Blake(Microsoft)

                          -----Andrew Zisserman(Oxford)

                                                                  ------Andrew Fitzgibbon(Microsoft)

                                                                  ------Josef Sivic(INRIA)(Video Google)

                                                                 ------Rob Fergus(NYU)

                          ------Roberto Cipolla(Cambridge)

                          ------Alan Yuille(UCLA)

Thomas Huang(UIUC)

                            ------Yong Rui(Microsoft)

                            ------Ying Wu(Northwestern)

                            ------Qi Tian(UTSA)

                            ------ Chang Wen Chen (Buffalo)

                                                                  ------- Jiebo Luo (Kodak)

                           ------Nebojsa Jojic(Microsoft)

                           ------Vladimir Pavlovic(Rutgers)

                           ------Shuicheng Yan(NUS)

 

David Mumford(Brown, Fields Medal)

                          -----SongChun Zhu(UCLA)

Azriel Rosenfeld(Maryland)

                           ------Narendra Ahuja(UIUC)

                           ------Charles Dyer(Wisconsin)

                           ------Larry Davis(Maryland)

                           ------Shmuel Peleg(Hebrew)

Christopher Brown(Rochester)

                              -------Yiannis Aloimonos(Maryland)

                                                                       ------Robert Pless(WUSTL)

                                                                       ------LoongFah Cheong(NUS)                                            

 

 

Thomas Binfold(Stanford)

                             ----David Kriegman(UCSD)

                             ----David Lowe(UBC)(SIFT)

                             ----Jitendra Malik(UC Berkeley)

                                                            -------Pietro Perona(Caltech)

                                                                                                -------Fei-fei Li(Stanford)

                                                                                                 ------Rob Fergus(NYU)

                                                                                                 ------Stefano Soatto(UCLA)

                                                                                                  ------Max Welling(UCI)

                                                             ------Jianbo Shi(Upenn)(Ncut)

                                                             -------Yizhou Yu(UIUC)

                                                             -------Serge Belongie(UCSD)(Shape Context)

                                                             ------Alexei Efros(CMU)

                                                                                           -------Derek Hoiem(UIUC)

                                                               ------Alexander Berg(Stony brook)

                                                                ------Christoph Bregler(NYU)

 

Edward Adelson(MIT)

                             -----Willian Freeman(MIT)

                                                                 -----Ce Liu(Microsoft)

                                                                 ----- Rob Fergus(NYU)

                                                                  -----Yais Weiss(Hebrew)

                                                                                             -------Anat Levin(Weizmann)

                                                                    -----Kevin Murphy(UBC)

                                                                    ------Josef Sivic(INRIA)

                                                                    ------Antonio Torralba(MIT)(GIST)

                                                                    ------Eirk Sudderth(Brown)

 

Tomaso Poggio(MIT)(HMAX)

                           -----Zoubin Ghahramani(CMU,Cambridge)

                           -----[Partha Niyogi](UChicago)

                                                        ------Mikhail Belkin(OSU)(LE)

                                                        ------Xiaofei He(ZJU)(LPP)

                           ------Christof Koch(Caltech)

                           ------Tomas Serre(Brown)

 

Michael Jordan(UC Berkeley)

                            ------Zoubin Ghahramani(CMU,Cambridge)

                            ------Tommi Jaakkola(MIT)

                                                                  ------Martin Wainwright(UC Berkeley)

                                                                                                             -----Xuanlong Nguyen(UMich)

                              ------Andrew Ng(Stanford)

                                                           ------Honglak Lee(Umich)

                              ------Lawrence Saul(UCSD)

                                                                 ------Fei Sha(USC)

                               ------David Blei(Princeton)(LDA)

                               ------Eric Xing(CMU)

                               ------Ben Taskar(Upenn)

                                ------Yair Weiss(Hebrew)

                               -----Yee-Whye The(UCL)(HDP)

                               -----Erik Sudderth(Brown)

                               -----Yoshua Bengio(Umontreal)

                               -----Francis Bach(INRIA)

                               -----Kevin Murphy(UBC)

               

Daphne Koller(Stanford)

                           -----Nir Friedman(Hebrew)

                           -----Carlos Guestrin(CMU)

                           -----Ben Taskar(Upenn)(M3N)

        

Geoffrey Hinton(Toronto)

                              -----Yee-Whye The(UCL)

                              -----Yann Lecun(NYU)

                             ------Zoubin Ghahramani(CMU,Cambridge)

                             -----Max Welling(UCI)

                             -----[Sam Roweis](NYU)(LLE)

 

Tom Mitchell(CMU)

                       -----Oren Etzioni(UWashington)

                       -----Geoffrey Gordon(CMU)

                       -----Sebasitian Thrum(Stanford)

                       -----Andrew McCallum(Umass)

 

John Lafferty(CMU)(CRF)

                    -----Chengxiang Zhai(UIUC)

                                                        -----Qiaozhu Mei(Umich)

                   -----Xiaojin Zhu(Wisconsin)

                  -----David Blei(Princeton)

 

 

好像是小牛houxiaodi所写，知识面非常广，说明看的文献真不少，有潜力。