Publish paper in Computer Vision Area

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Presentation transcript:

Publish paper in Computer Vision Area

Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 Annual, held in US ICCV – International Conference on Computer Vision, since 1987 Every other year, alternate in 3 continents ECCV – European Conference on Computer Vision, since 1990 Every other year, held in Europe

Conferences (cont’d) NIPS – Neural Information Processing Systems MICCAI – Medical Image Computing and Computer-Assisted Intervention BMVC – British Machine Vision Conference ACCV – Asian Conference on Computer Vision ICPR – International Conference on Pattern Recognition ISBI – International Symposium on Biomedical Imaging FG – IEEE Conference on Automatic Face and Gesture Recognition ICCP, ICDR, ICVS, DAGM, CAIP, MVA, AAAI, IJCAI, ICML, ICRA, ICASSP, ICIP, SPIE, DCC, WACV, 3DPVT, ACM Multimedia, ICME, …

Conference organization General chairs: administration Program chairs: handling papers Area chairs: Assign reviewers Read reviews and rebuttals Consolidation reports Recommendation Reviewers Authors

Review process Submission CVPR/ECCV/ICCV Author Response (Rebuttal) Double blind review Program chairs: assign papers to area chairs Area chairs: assign papers to reviewers Author Response (Rebuttal)

Area chair meetings 2 day meetings Several panels Each paper is reviewed by at least 2 area chairs Buddy system Area chair make recommendations Program chairs make final decisions

Conference acceptance rates ICCV/CVPR/ECCV: 20% ~ 30% ACCV (2009): ~ 30% NIPS: 20% ~ 30% BMVC: ~ 40% ICIP: ~ 45% ICPR: ~ 55% Disclaimer low acceptance rate = high quality?

Journals PAMI – IEEE Transactions on Pattern Analysis and Machine Intelligence, since 1979 (impact factor 2009: 5.96, #1 in all engineering and AI, top-ranked IEEE and CS journal) IJCV – International Journal on Computer Vision, since 1988 (impact factor: 5.36, #2 in all engineering and AI)

Journals (cont’d) CVIU – Computer Vision and Image Understanding IVC – Image and Vision Computing IEEE Transactions on Medical Imaging TIP – IEEE Transactions on Image Processing MVA – Machine Vision and Applications PR – Pattern Recognition TM – IEEE Transactions on Multimedia …

PAMI review process Editor-in-chief (EIC) assigns papers to associate editors (AE) AE assigns reviewers First-round review: 3-6 months Accept as is Accept with minor revision (1 month revision period) Major revision (3 months revision period) Resubmit as new Reject

PAMI review process (cont’d) Second-round review: 2-4 months Accept as is Accept with minor revision Reject EIC makes final decision Overall turn-around time: 6 to 12 months Rule of thumb: 30% additional work beyond a CVPR/ICCV/ECCV paper

IJCV/other journal review process Similar formats IJCV has roughly the same turn-around time as PAMI Other journals tend to have shorter turn-around time

Tools • Google Scholar, Microsoft Academic Search, h-index Software: publish or perish Disclaimer: h index = significance? # of citation = significance

How to get your papers rejected? Refer to Jim Kajia (SIGGRAPH 93 papers chair): How to get your SIGGRAPH paper rejected? http://www.cc.gatech.edu/student.services/phd/phd-advice/kajiya Do not Pay attention to review process Put yourself as a reviewer perspective Put the work in right context Carry out sufficient amount of experiments Compare with state-of-the-art algorithms Pay attention to writing

Pay attention to review process Learn how others/you can pick apart a paper Learn from other’s mistakes Learn how to write good papers Learn what it takes to get a paper published

Put yourself as reviewer What are the contributions? Does it advance the science in the filed? Why you should accept this paper? Is this paper a case study? Is this paper interesting? What is the audience? Does anyone care about this work?

Experimental validation Common data set Killer data set Large scale experiment Evaluation metric

Compare with state-of-the-art Do your homework Need to know what is out there Need to show why one’s method outperforms others, and in what way? speed? accuracy? easy to implement? general application?

Writing Clear presentation Terse (Concise and Precise) Careful about wording Make claims with strong evidence Make a good story

Review form Summary Overall Rating Novelty Importance/relevance Definite accept, weakly accept, borderline, weakly reject, definite reject Novelty Very original, original, minor originality, has been done before Importance/relevance Of broad interest, interesting to a subarea, interesting only to a small number of attendees, out of CVPR scope

Review form (cont’d) Clarity of presentation Technical correctness Reads very well, is clear enough, difficult to read, unreadable Technical correctness Definite correct, probably correct but did not check completely, contains rectifiable errors, has major problems Experimental validation – Excellent validation or N/A (a theoretical paper), limited but convincing, lacking in some aspects, insufficient validation Additional comments Reviewer’s name

Good Luck !