{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/deep-paper-gestalt","title":"Deep Paper Gestalt","arxiv_id":"1812.08775","date":"2018-12-20","proceeding":null,"authors":["Jia-Bin Huang"],"abstract":"Recent years have witnessed a significant increase in the number of paper\nsubmissions to computer vision conferences. The sheer volume of paper\nsubmissions and the insufficient number of competent reviewers cause a\nconsiderable burden for the current peer review system. In this paper, we learn\na classifier to predict whether a paper should be accepted or rejected based\nsolely on the visual appearance of the paper (i.e., the gestalt of a paper).\nExperimental results show that our classifier can safely reject 50% of the bad\npapers while wrongly reject only 0.4% of the good papers, and thus dramatically\nreduce the workload of the reviewers. We also provide tools for providing\nsuggestions to authors so that they can improve the gestalt of their papers.","url_abs":"http://arxiv.org/abs/1812.08775v1","url_pdf":"http://arxiv.org/pdf/1812.08775v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"deep-paper-gestalt","repo_url":"https://github.com/vt-vl-lab/paper-gestalt","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-paper-gestalt","repo_url":"https://github.com/currybur/EE447-Paper-Gestalt-Analysis","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1812.08775","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}