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Publish paper in Computer Vision Area

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Page 1: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Publish paper in Computer Vision Area

Page 2: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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

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Page 3: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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, …

Page 4: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Conference organization

• General chairs: administration• Program chairs: handling papers• Area chairs:– Assign reviewers– Read reviews and rebuttals– Consolidation reports– Recommendation

• Reviewers• Authors

Page 5: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Review process

• Submission• CVPR/ECCV/ICCV– Double blind review– Program chairs: assign papers to area chairs– Area chairs: assign papers to reviewers

• Author Response (Rebuttal)

Page 6: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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

Page 7: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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?

Page 8: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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)

Page 9: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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• …

Page 10: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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

Page 11: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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

Page 12: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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

Page 13: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Tools

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

Page 14: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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-a

dvice/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

Page 15: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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

Page 16: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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?

Page 17: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Experimental validation

• Common data set• Killer data set• Large scale experiment• Evaluation metric

Page 18: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

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?

Page 19: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Writing

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

Page 20: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Review form

• Summary• Overall Rating– 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

Page 21: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Review form (cont’d)

• Clarity of presentation– 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

Page 22: Publish paper in Computer Vision Area. Conferences CVPR – Computer Vision and Pattern Recognition, since 1983 – Annual, held in US ICCV – International

Good Luck !