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Personalized portraits ranking

Published: 28 November 2011 Publication History

Abstract

Portraits, also known as images of people, constitute an important part of consumer photos. Existing methods manage portraits based on either explicit objectives, e.g., a specified person or event, or aesthetics, i.e., the aesthetic quality of portraits. This paper presents a novel system for personalized portraits ranking. First, four kinds of personalized features, i.e., composition, clothing style, affection and social relationship are proposed to quantify users' intent. Then, example-based and sketch-based user interfaces (UI) are developed, which are capable of capturing users' personal intent hardly described by queries or aesthetics. Finally, portraits ranking is implemented by combing these features together with the developed user interfaces. Experimental results show that the system performs well in providing personalized preferences and the proposed features are effective for portraits ranking. From the user study, our system gets promising results.

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Cited By

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  • (2018)A Semi-automatic Technique for Selection of Well-Balanced Photo Sets2018 Nicograph International (NicoInt)10.1109/NICOINT.2018.00016(45-48)Online publication date: Jun-2018
  • (2017)Statistical Analysis of the Relationship between Visual Features and Personality2017 Second International Conference on Mechanical, Control and Computer Engineering (ICMCCE)10.1109/ICMCCE.2017.54(232-235)Online publication date: Dec-2017
  • (2017)Human body segmentation based on shape constraintMachine Vision and Applications10.1007/s00138-017-0829-328:7(715-724)Online publication date: 1-Oct-2017
  • Show More Cited By

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cover image ACM Conferences
MM '11: Proceedings of the 19th ACM international conference on Multimedia
November 2011
944 pages
ISBN:9781450306164
DOI:10.1145/2072298
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 28 November 2011

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Author Tags

  1. affection features
  2. clothing style features
  3. example-based ranking
  4. personalized ranking
  5. portraits ranking
  6. sketch-based ranking
  7. social relationship features

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  • Short-paper

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MM '11
Sponsor:
MM '11: ACM Multimedia Conference
November 28 - December 1, 2011
Arizona, Scottsdale, USA

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Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

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Cited By

View all
  • (2018)A Semi-automatic Technique for Selection of Well-Balanced Photo Sets2018 Nicograph International (NicoInt)10.1109/NICOINT.2018.00016(45-48)Online publication date: Jun-2018
  • (2017)Statistical Analysis of the Relationship between Visual Features and Personality2017 Second International Conference on Mechanical, Control and Computer Engineering (ICMCCE)10.1109/ICMCCE.2017.54(232-235)Online publication date: Dec-2017
  • (2017)Human body segmentation based on shape constraintMachine Vision and Applications10.1007/s00138-017-0829-328:7(715-724)Online publication date: 1-Oct-2017
  • (2017)Composition Improvement for Portrait PhotographsComputational Approaches in the Transfer of Aesthetic Values from Paintings to Photographs10.1007/978-981-10-3561-6_8(137-153)Online publication date: 19-Jul-2017
  • (2016)Computational Methods for Integrating Vision and LanguageSynthesis Lectures on Computer Vision10.2200/S00705ED1V01Y201602COV0076:1(1-227)Online publication date: 20-Apr-2016
  • (2015)Learning personalized expectation-oriented photo selection models for personal photo collections2015 IEEE International Conference on Multimedia & Expo Workshops (ICMEW)10.1109/ICMEW.2015.7169813(1-6)Online publication date: Jun-2015
  • (2015)Robust skin detection in real-world imagesJournal of Visual Communication and Image Representation10.1016/j.jvcir.2015.02.00429:C(147-152)Online publication date: 1-May-2015
  • (2014)Finding suits in images of people in unconstrained environmentsJournal of Visual Communication and Image Representation10.1016/j.jvcir.2014.07.00225:7(1588-1594)Online publication date: 1-Oct-2014
  • (2013)Interacting with a self-portrait camera using motion-based hand gesturesProceedings of the 11th Asia Pacific Conference on Computer Human Interaction10.1145/2525194.2525206(93-101)Online publication date: 24-Sep-2013
  • (2012)Improving face recognition with genealogical and contextual dataProceedings of the 27th Conference on Image and Vision Computing New Zealand10.1145/2425836.2425897(307-312)Online publication date: 26-Nov-2012

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