Here are the 20 most important mostcited scientific papers that have. Imagine all the things human sight allows and you can start to realize the nearly endless applications for computer vision. Here are the 20 most important mostcited scientific papers that have been published since 2014, starting with. Citeseerx statistics most cited citations in computer science. The 100 most cited papers of all time show how science. Software should be cited on the same basis as any other research product such as a paper or a book. Sep 01, 2015 computers and intractability by garey and johnson is among them.
Image recognition and classification was becoming increasingly important in 2006, and the. Reports mostcited articles as of april 1, 2020 updated. The 100 most cited papers of all time show how science really. Most cited computer vision and image understanding.
After an extensive search of nearly 58 million items including databases covering the life sciences, social sciences, arts and humanities, conference proceedings and some books, thomson reuters listed the top 100 most cited work. The 20 mostcited institutions in computer science, 19982008 institution feature this month, presents a listing of the top 20 institutions which, as of the third bimonthly update of essential science indicators sm january 1, 1998june 30, 2008 attracted the highest total citations to their papers published in clarivate analyticsindexed computer science journals. Ieee conference on computer vision and pattern recognition cited. Computer vision the phase correlation image alignment method. Study finds gender and skintype bias in commercial.
Three of the top ten most cited paper awards, computeraided design journal, 2010 outstanding commercialization award for purdue university faculty, 2010 best paper award, asme idetc. I try to keep the list focus on researches that relate to understanding this visual world and avoid image processing, survey, and pure statistic works. The following are the papers to my knowledge being cited the most in computer vision and deep learning note that it is and not or. His research interests include deep learning, facial analysis and medical image processing. Four cs professors ranked in top 100 computer scientists. Here are the 20 most important most cited scientific papers that have been published since 2014, starting with dropout. Something like that is usually easy to look up for a single journal, but it made me wonder. First, they cited papers that are published in journals later. Get an update on which computer vision papers and researchers won awards. Partial lists of researchers mainly in computer vision from most cited authors in computer science citeseer. Ok, my experience is mostly with computer science, math and physics.
Visual recognition and machine learning summer school, grenoble, 2012 i would take a. So what are the most highly cited papers in the past century plus o. He was a research fellow with the university of nottingham, working on mri brain image processing. To examine this issue, i looked at aaai to see how best papers.
Machine learning and deep learning research advances are transforming our technology. Typically, you write your paper in latex with a style provided by. The most cited papers in computer vision the serious computer. Most of these papers have been chosen on the basis of citation value for each. The 100 most cited papers of all time show how science really gets done. This list is automatically generated and may contain errors.
Top 100 most cited computer vision papers qiang zhang. Jun 27, 2017 in computer vision, for example, a method of identifying the subject of images is the top cited paper. Computers and intractability by garey and johnson is among them. Most cited computer vision and image understanding articles. Software engineering highlycited papers top cited most cited most frequently cited bibliometrics abstract context. Im really hopeful that this will spur more work into looking at other. Byu computer scientist earns distinction of being highly cited. Four cs professors ranked in top 100 computer scientists in u. Of the five most highlycited papers in nature which itself is ranked by. Jul 14, 2018 this paper was written out of my curiosity. Oct 14, 2015 thomas sederberg, professor of computer science and associate dean in the college of physical and mathematical sciences, was recognized by thomson reuters as being among the 108 most cited researchers in computer science as rated by the highly cited database.
Shape analysis is an umbrella term for shape matching and recognition, shape reconstruction and segmentation, shape parametrization and registration and probably more. Papers that are most cited arent most famous the new. I think there are two main reasons for its popularity. Citeseerx statistics most cited citations in computer. I spent some time working on a website to organize papers, but stop working on it after i failed to get into phd programs. Three of the top ten most cited paper awards, computer aided design journal, 2010 outstanding commercialization award for purdue university faculty, 2010 best paper award, asme idetc, computers and information in eng. Most cited authors in computer vision naotoshi seo. Top 100 most cited computer vision papers imagenet image classification resnet deep residual learning for image recognition, kaiming he, xiangyu zhang, shaoqing ren, jian sun.
This is a curated list of the most cited deep learning papers since 2012 posted by terry taewoong um. Highlycited papers in software engineeringthe top100. Here are some of the most exciting examples of computer vision in. Something like that is usually easy to look up for a single journal, but it made me wonder which would be the most cited paper published in any scientific journal conference proceedings also count until now. Oct 29, 2014 the exercise revealed some surprises, not least that it takes a staggering 12,119 citations to rank in the top 100 and that many of the worlds most famous papers do not make the cut. The difference between most cited papers and award winning papers is likely related to the criteria by which people choose them. Most cited computer vision and image understanding articles the most cited articles published since 2017, extracted from scopus. Shen is listed as the most cited chinese researcher by elsevier. Nature recently asked thomson reuters, owner of the sci, to list the 100 most highly cited papers of all time. Sketchpad, a manmachine graphical communication system. The top three of the 100 most highly cited scientific papers are biochemical techniques for quantifying the amount of protein in a solution. However, the computer vision world have changed a lot since 2012 when deep. Study finds gender and skintype bias in commercial artificialintelligence systems. Geometric methods like structure from motion and optical flow usually focus on measuring objective realworld quantities like 3d realworld distances directly from images and recognition techniques like support vector machines and probabilistic graphical models traditionally focus.
Decomposition into lowrank plus additive matrices for backgroundforeground separation. Nov 04, 2014 the top three of the 100 most highly cited scientific papers are biochemical techniques for quantifying the amount of protein in a solution. The statements, opinions and data contained in the journal computers are solely those of the individual authors and contributors and not of the publisher and the editors. Most cited authors in computer vision introduction. If some years appear to cite publications from the future, it is likely due to two scenarios. This paper identifies the most cited ieee software articles over its 25 year history. According to the search reported in this paper, as of this writing may 2015, a very. Citeseerx statistics most cited articles in computer. Decomposition into lowrank plus additive matrices for backgroundforeground. Feb 19, 2012 although its not always the case that a paper cited more contributes more to the field, a highly cited paper usually indicates that something interesting have been discovered. Image recognition and classification was becoming increasingly important in 2006, and. Mostcited articles as of april 1, 2020 updated monthly. It is based on a hardware system for the realtime acquisition of a drivers images using an active ir illuminator and the software implementation for monitoring some visual behaviors that characterize a drivers level of vigilance.
Most cited articles as of april 1, 2020 updated monthly. The exercise revealed some surprises, not least that it takes a staggering 12,119 citations to rank in the top 100 and that many of the worlds most famous papers do not make the cut. International conference on machine learning, 2009. The only objective and transparent metric that is highly correlated with the quality of a paper is the number of citations. Papers that are most cited arent most famous the new york. There was recently a talk at my university of someone who wrote the most cited paper in the top journal of my field. Mani srivastava, a professor of computer science and electrical engineering, specializes in embedded software, ubiquitous and mobile computing, humancyberphysical systems, security and. Computer vision used to be cleanly separated into two schools. To examine this issue, i looked at aaai to see how best papers were selected. Iccv 2015s twenty one hottest research papers this december in santiago, chile, the international conference of computer vision 2015 is going to bring together the worlds leading researchers in computer vision, machine learning, and computer graphics.
While he knew that his paper had been highly cited, he was not aware of its amazing citation record, dr bradford said. The following are the papers to my knowledge being cited the most in computer vision. Our work on shapedna has initiated todays field of spectral shape analysis and has received the most cited paper award of the computer aided design journal. Google scholar reveals its most influential papers for 2019 nature. Cappd, 2009 most highly cited paper in the journal of computer aided design elsevier, 2006. If you want a certain paper listed here, just comment below.
Dates and citation counts are estimated and are determined automatically by a computer program. The 20 mostcited institutions in computer science, 19982008 institution feature this month, presents a listing of the top 20 institutions which, as of the third bimonthly update. Software engineering highly cited papers top cited most cited most frequently cited bibliometrics abstract context. In computer vision, for example, a method of identifying the subject of images is the top cited paper. The most highly cited scientific papers of all time more login. List of important publications in computer science wikipedia. The most cited papers in computer vision the serious. Ieee cvf conference on computer vision and pattern recognition. The academy of motion picture arts and sciences cited this paper as a milestone in computer graphics.
He received the most cited paper award from the journal of image and vision computing. Most cited image and vision computing articles elsevier. One of most cited papers ever was just my grad school. Decembers iccv 2015 conference in santiago, chile has come and gone, but thats no reason not to know about its top papers. The most highly cited scientific papers of all time slashdot. Thomas sederberg, professor of computer science and associate dean in the college of physical and mathematical sciences, was recognized by thomson reuters as being among the 108. Software engineering, highlycited papers, top cited, most cited, most frequently cited, bibliometrics this is the preprint of the paper that has been published in the information and software. This paper presents a nonintrusive prototype computer vision system for monitoring a drivers vigilance in real time. Regular articles present major technical advances of broad general interest. Apr 24, 20 the difference between most cited papers and award winning papers is likely related to the criteria by which people choose them. The only objective and transparent metric that is highly correlated with the quality of a paper is the. Apr 08, 2019 imagine all the things human sight allows and you can start to realize the nearly endless applications for computer vision.
Top 100 most cited computer vision papers imagenet image classification. Most cited paper award, computeraided design deepdyve. We hope that the design of this most cited paper award will ensure fairness and equal opportunity for all authors published in the. I try to keep the list focus on researches that relate to understanding this visual world. Byu computer scientist earns distinction of being highly. Top 20 recent research papers on machine learning and deep. Jan 18, 2019 for example, in 2016, aaai papers collectively cited 2,118 papers published in 2015, 2,263 papers published in 2014, and so on.
Due to migration of article submission systems, please check the status of your submitted manuscript in the relevant system below. Oct 24, 2016 however, a highly cited paper usually indicates that something interesting have been discovered. Most cited information and software technology articles. It is based on a hardware system for the realtime acquisition of a drivers. The most cited articles published since 2017, extracted from scopus. Cv papers is a collection of recent computer vision papers from the toplargest vision conferences. Citeseerx statistics most cited articles in computer science. Mar 06, 2017 this is a curated list of the most cited deep learning papers since 2012 posted by terry taewoong um. The list is generated in batch mode and citation counts may differ from those currently in the citeseer x database, since the database is continuously updated.
Most cited deep learning papers data science central. Contribute to mauneshcomputervisionresearchpapers development by creating an account on github. Rankings based on citations to online articles from highwirehosted articles. The most cited papers in computer vision and deep learning. Analytics india magazine lists down the most cited scientific papers around ai, machine intelligence, and computer vision, that will give a perspective on the technology and its applications. Software engineering, highly cited papers, top cited, most cited, most frequently cited, bibliometrics this is the preprint of the paper that has been published in the information and software. Most cited computer science articles citeseerx statistics.
490 151 1055 246 600 447 455 162 384 1298 159 756 499 1062 213 244 441 1388 615 13 110 1047 1226 1212 1553 978 414 341 399 602 742 391 456 1172 700 135 457 214 556 779 1013 773