機器視覺與影象處理研究必備
阿新 • • 發佈:2019-01-05
機器視覺和影象處理的研究工作,做到以下兩點非常重要:
1、把握國際最前沿的內容
2、所做的工作具備很高的實用性
上述兩點的解決方法分別為:找到這個方向公認成就最高的幾個超級專家;找到實際應用的專案,邊做邊寫文章
做好這幾點的途徑之一就是利用網路資源,利用權威網站和專家們的個人主頁;
以下大家收集了機器視覺和影象處理領域的核心材料。
依照下面目錄整理:
[1] 研究群體(國際國內)
[2] 專家主頁
[3] 前沿國際國內期刊與會議
[4] 搜尋資源
[5] GPL 軟體資源
【1】研究群體
用來搜尋國際知名計算機視覺研究組(CV Groups):
國際計算機視覺研究組清單
http://peipa.essex.ac.uk/info/groups.html
美國計算機視覺研究組清單
http://peipa.essex.ac.uk/info/groups.html#USA
這是卡奈基梅隆大學的計算機視覺研究組的主頁,上面提供很全的資料,從發表文章的下載到演示程式、測試影象、常用連結、相關軟硬體,甚至還有一個搜尋引擎。著名的有人物 Tomasi, Kanade 等。
http://www-2.cs.cmu.edu/~cil/vision.html
或 http://www.cs.cmu.edu/~cil/vision.html
卡內基梅隆大學雙目實驗室
http://vision.middlebury.edu/stereo/
卡內基梅隆研究組
http://www.cs.cmu.edu/~cil/v-groups.html
還有幾個實驗室:
Calibrated Imaging Laboratory 影象
Digital Mapping Laboratory 對映
Interactive Systems Laboratory 互動
Vision and Autonomous Systems Center 視覺自適應
Cornell University——Robotics and Vision group
康奈爾大學的計算機視覺和影象分析研究組,好像是電子和計算機工程系的。側重醫學方面的研究,但是在上面有相當不錯資源,關鍵是它正在建設中,能夠跟蹤一些資訊。
http://www.via.cornell.edu/
斯坦福大學計算機系
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...
http://www-cs-students.stanford.edu/
1. http://white.stanford.edu/
2. http://vision.stanford.edu/
美國斯坦福大學人工智慧機器人實驗室
3. http://ai.stanford.edu/
Vision and Imaging Science and Technology
http://www.fmrib.ox.ac.uk/analysis/
密歇根州立大學計算機和電子工程系的模式識別--影象處理研究組,它的 FTP 上有許多的文章(NEW)
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/—
美國密歇根州大學認知模型和影象處理實驗室
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...
http://www.cse.msu.edu/rgroups/prip/
德國的一個數字影象處理研究小組,在其上面能找到一些不錯的連結資源。
http://pandora.inf.uni-jena.de/p/e/index.html
柏林大學
http://www.cv.tu-berlin.de/
德國波恩大學視覺和認識模型小組
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.
英國的Bristol大學的Digital Media Group在高階圖形影象方面不錯。主要就是涉及到場景中光線計算的問題,比如用全域性光照或是各種區域性光照對高動態圖的處理,還有近似真實的模擬現實環境 (照片級別的),還有用幾張照片來建立3D模型(人頭之類的)。另外也有對古代建築模型復原。
http://www.cs.bristol.ac.uk/Research/Digitalmedia/
而且根據Times全英計算機排名在第3, 也算比較頂尖的研究了
http://www.cmis.csiro.au/IAP/zimage.htm
這是一個側重影象分析的站點,一般。但是提供一個Image Analysis環境---ZIMAGE and SZIMAGE。
麻省理工視覺實驗室
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
加州大學伯克利分校視覺實驗室David A. Forsyth:
http://www.cs.berkeley.edu/~daf/
UCLA(加州大學洛杉磯分校) 視覺實驗室
http://vision.ucla.edu
英國牛津的A.Zisserman:機器人實驗室
http://www.robots.ox.ac.uk/~az/
美國南加州大學智慧機器人和智慧系統研究所 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
美國南加州大學計算機視覺實驗室介紹:
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...
http://iris.usc.edu/USC-Computer-Vision.html
英國約克大學高階計算機結構神經網路小組
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...
http://www.cs.york.ac.uk/arch/neural/
瑞士戴爾莫爾感知人工智慧研究所
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...
http://www.idiap.ch/
英國薩里大學視覺,語言和訊號處理中心
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 ...
http://www.ee.surrey.ac.uk/Research/VSSP/
美國阿默斯特馬薩諸塞州立大學計算機視覺實驗室
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...
http://vis-www.cs.umass.edu
University of Massachusetts——Computer Vision Laboratory for Perceptual Robotics
美國芝加哥伊利諾伊斯大學貝克曼研究中心智慧機器人和計算機視覺實驗室
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...
http://www-cvr.ai.uiuc.edu/
Computer Vision and Robotics Laboratory
Vision Interfaces and Systems Laboratory (VISLab)
英國伯明翰大學電腦科學學校視覺研究小組
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 ...
http://www.cs.bham.ac.uk/research/vision/
微軟研究院機器學習與理解研究小組 / 計算機視覺小組
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 ...
http://research.microsoft.com/mlp/
http://research.microsoft.com/en-us/groups/vision/
微軟公司的文獻:
http://research.microsoft.com/research/pubs
微軟亞洲研究院:
http://research.microsoft.com/asia/
值得關注Harry Shum, Jian Sun, Steven Lin, Long Quan(兼職HKUST)etc.感覺國外搞視覺的好多是數學系出身,大約做計算機視覺對數學要求很高吧。
瑞典隆德大學數學系視覺組:
http://www.maths.lth.se/matematiklth/personal/andersp/
澳大利亞國立大學:
http://users.rsise.anu.edu.au/~hartley/
美國北卡大學:
http://www.cs.unc.edu/~marc/
法國INRIA:由Olivier.Faugeras領銜的牛人眾多。
http://www-sop.inria.fr/odyssee/team/
比利時魯汶大學的L.Van Gool:
www.esat.kuleuven.ac.be/psi/visics/
據說在這個只有中國一個小鎮大小的地方的魯汶大學在歐洲排行top10,名列世界top100,還出了幾個諾貝爾獎,視覺研究也很強.
美國明德
http://vision.middlebury.edu/stereo/
以下含有非頂尖美國學校研究組,沒有連結(個別的上面已經提到),供參考。
Amerinex Applied Imaging, Inc.Boston University
Image and Video Computing Research group,
University of California at Santa Barbara加州大學芭芭拉分校
Vision Research Lab
University of California at San Diego加州大學聖迭戈分校
Computer Vision & Robotics Research Laboratory
Visual Computing laboratory
University of California at Irvine加州大學歐文分校,加州南部一城,在聖安娜東南,
Computer Vision laboratory
University of California, Riverside加州大學河濱分校
Visualization and Intelligent Systems Laboratory (VISLab)
University of California at Santa Cruz
Perceptual Science Laboratory
Caltech (加州理工)
Vision group
Uni
1、把握國際最前沿的內容
2、所做的工作具備很高的實用性
上述兩點的解決方法分別為:找到這個方向公認成就最高的幾個超級專家;找到實際應用的專案,邊做邊寫文章
做好這幾點的途徑之一就是利用網路資源,利用權威網站和專家們的個人主頁;
以下大家收集了機器視覺和影象處理領域的核心材料。
依照下面目錄整理:
[1] 研究群體(國際國內)
[2] 專家主頁
[3] 前沿國際國內期刊與會議
[4] 搜尋資源
[5] GPL 軟體資源
【1】研究群體
用來搜尋國際知名計算機視覺研究組(CV Groups):
國際計算機視覺研究組清單
http://peipa.essex.ac.uk/info/groups.html
美國計算機視覺研究組清單
http://peipa.essex.ac.uk/info/groups.html#USA
這是卡奈基梅隆大學的計算機視覺研究組的主頁,上面提供很全的資料,從發表文章的下載到演示程式、測試影象、常用連結、相關軟硬體,甚至還有一個搜尋引擎。著名的有人物 Tomasi, Kanade 等。
http://www-2.cs.cmu.edu/~cil/vision.html
或 http://www.cs.cmu.edu/~cil/vision.html
卡內基梅隆大學雙目實驗室
http://vision.middlebury.edu/stereo/
卡內基梅隆研究組
http://www.cs.cmu.edu/~cil/v-groups.html
還有幾個實驗室:
Calibrated Imaging Laboratory 影象
Digital Mapping Laboratory 對映
Interactive Systems Laboratory 互動
Vision and Autonomous Systems Center 視覺自適應
Cornell University——Robotics and Vision group
康奈爾大學的計算機視覺和影象分析研究組,好像是電子和計算機工程系的。側重醫學方面的研究,但是在上面有相當不錯資源,關鍵是它正在建設中,能夠跟蹤一些資訊。
http://www.via.cornell.edu/
斯坦福大學計算機系
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...
http://www-cs-students.stanford.edu/
1. http://white.stanford.edu/
2. http://vision.stanford.edu/
美國斯坦福大學人工智慧機器人實驗室
3. http://ai.stanford.edu/
Vision and Imaging Science and Technology
http://www.fmrib.ox.ac.uk/analysis/
密歇根州立大學計算機和電子工程系的模式識別--影象處理研究組,它的 FTP 上有許多的文章(NEW)
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/—
美國密歇根州大學認知模型和影象處理實驗室
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...
http://www.cse.msu.edu/rgroups/prip/
德國的一個數字影象處理研究小組,在其上面能找到一些不錯的連結資源。
http://pandora.inf.uni-jena.de/p/e/index.html
柏林大學
http://www.cv.tu-berlin.de/
德國波恩大學視覺和認識模型小組
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.
英國的Bristol大學的Digital Media Group在高階圖形影象方面不錯。主要就是涉及到場景中光線計算的問題,比如用全域性光照或是各種區域性光照對高動態圖的處理,還有近似真實的模擬現實環境 (照片級別的),還有用幾張照片來建立3D模型(人頭之類的)。另外也有對古代建築模型復原。
http://www.cs.bristol.ac.uk/Research/Digitalmedia/
而且根據Times全英計算機排名在第3, 也算比較頂尖的研究了
http://www.cmis.csiro.au/IAP/zimage.htm
這是一個側重影象分析的站點,一般。但是提供一個Image Analysis環境---ZIMAGE and SZIMAGE。
麻省理工視覺實驗室
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
加州大學伯克利分校視覺實驗室David A. Forsyth:
http://www.cs.berkeley.edu/~daf/
UCLA(加州大學洛杉磯分校) 視覺實驗室
http://vision.ucla.edu
英國牛津的A.Zisserman:機器人實驗室
http://www.robots.ox.ac.uk/~az/
美國南加州大學智慧機器人和智慧系統研究所 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
美國南加州大學計算機視覺實驗室介紹:
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...
http://iris.usc.edu/USC-Computer-Vision.html
英國約克大學高階計算機結構神經網路小組
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...
http://www.cs.york.ac.uk/arch/neural/
瑞士戴爾莫爾感知人工智慧研究所
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...
http://www.idiap.ch/
英國薩里大學視覺,語言和訊號處理中心
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 ...
http://www.ee.surrey.ac.uk/Research/VSSP/
美國阿默斯特馬薩諸塞州立大學計算機視覺實驗室
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...
http://vis-www.cs.umass.edu
University of Massachusetts——Computer Vision Laboratory for Perceptual Robotics
美國芝加哥伊利諾伊斯大學貝克曼研究中心智慧機器人和計算機視覺實驗室
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...
http://www-cvr.ai.uiuc.edu/
Computer Vision and Robotics Laboratory
Vision Interfaces and Systems Laboratory (VISLab)
英國伯明翰大學電腦科學學校視覺研究小組
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 ...
http://www.cs.bham.ac.uk/research/vision/
微軟研究院機器學習與理解研究小組 / 計算機視覺小組
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 ...
http://research.microsoft.com/mlp/
http://research.microsoft.com/en-us/groups/vision/
微軟公司的文獻:
http://research.microsoft.com/research/pubs
微軟亞洲研究院:
http://research.microsoft.com/asia/
值得關注Harry Shum, Jian Sun, Steven Lin, Long Quan(兼職HKUST)etc.感覺國外搞視覺的好多是數學系出身,大約做計算機視覺對數學要求很高吧。
瑞典隆德大學數學系視覺組:
http://www.maths.lth.se/matematiklth/personal/andersp/
澳大利亞國立大學:
http://users.rsise.anu.edu.au/~hartley/
美國北卡大學:
http://www.cs.unc.edu/~marc/
法國INRIA:由Olivier.Faugeras領銜的牛人眾多。
http://www-sop.inria.fr/odyssee/team/
比利時魯汶大學的L.Van Gool:
www.esat.kuleuven.ac.be/psi/visics/
據說在這個只有中國一個小鎮大小的地方的魯汶大學在歐洲排行top10,名列世界top100,還出了幾個諾貝爾獎,視覺研究也很強.
美國明德
http://vision.middlebury.edu/stereo/
以下含有非頂尖美國學校研究組,沒有連結(個別的上面已經提到),供參考。
Amerinex Applied Imaging, Inc.Boston University
Image and Video Computing Research group,
University of California at Santa Barbara加州大學芭芭拉分校
Vision Research Lab
University of California at San Diego加州大學聖迭戈分校
Computer Vision & Robotics Research Laboratory
Visual Computing laboratory
University of California at Irvine加州大學歐文分校,加州南部一城,在聖安娜東南,
Computer Vision laboratory
University of California, Riverside加州大學河濱分校
Visualization and Intelligent Systems Laboratory (VISLab)
University of California at Santa Cruz
Perceptual Science Laboratory
Caltech (加州理工)
Vision group
Uni