abstract

Leveraging gaze data for segmentation and effects on comics

Authors:

Ishwarya Thirunarayanan,

Sanjeev Koppal,

John Shea,

Eakta JainAuthors Info & Claims

SAP '16: Proceedings of the ACM Symposium on Applied Perception

Page 137

https://doi.org/10.1145/2931002.2947703

Published: 22 July 2016 Publication History

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Abstract

In this work, we present a semi-automatic method based on gaze data to identify the objects in comic images on which digital effects will look best. Our key contribution is a robust technique to cluster the noisy gaze data without having to specify the number of clusters as input. We also present an approach to segment the identified object of interest.

References

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Achanta, R., Shaji, A., Smith, K., Lucchi, A., Fua, P., and Süsstrunk, S. 2010. Slic superpixels. Tech. rep.

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Archive, 2015. Internet archive. http://comicbookplus.com/?dlid=20927.

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Jain, E., Sheikh, Y., and Hodgins, J. 2012. Inferring artistic intention in comic art through viewer gaze. In Proceedings of the ACM Symposium on Applied Perception, ACM, 55--62.

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Santella, A., and DeCarlo, D. 2004. Robust clustering of eye movement recordings for quantification of visual interest. In Proceedings of the 2004 symposium on Eye tracking research & applications, ACM, 27--34.

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Shea, J. M., and Macker, J. P. 2013. Automatic selection of number of clusters in networks using relative eigenvalue quality. In Military Communications Conference, MILCOM 2013-2013 IEEE, IEEE, 131--136.

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Shi, J., and Malik, J. 2000. Normalized cuts and image segmentation. Pattern Analysis and Machine Intelligence, IEEE Transactions on 22, 8, 888--905.

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Index Terms

Leveraging gaze data for segmentation and effects on comics
1. Computing methodologies
  1. Artificial intelligence
    1. Computer vision
      1. Computer vision problems
        Image segmentation
2. Information systems
  1. Information systems applications
    1. Data mining
      1. Clustering

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Published In

SAP '16: Proceedings of the ACM Symposium on Applied Perception

July 2016

149 pages

ISBN:9781450343831

DOI:10.1145/2931002

Conference Chairs:
Eakta Jain
University of Florida
,
Sophie Joerg
Clemson University

Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

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Published: 22 July 2016

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SAP '16

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SIGGRAPH

SAP '16: ACM Symposium on Applied Perception 2016

July 22 - 23, 2016

California, Anaheim

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Overall Acceptance Rate 43 of 94 submissions, 46%

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Creating Segments and Effects on Comics by Clustering Gaze Data

Gaze-Based Interactive Comics

Measuring unrestrained gaze on wall-sized displays

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