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Identifying Tags Describing Image Contents

Published: 12 September 2019 Publication History

Abstract

On many photo-sharing social media, e.g., Instagram, a user posting a photo can add tags, i.e., words describing it. Tags are used for keyword-based image search. Some tags, however, describe not image contents but some metadata, e.g., camera names. We propose a method of determining which tag is more likely to describe the associated image contents. We determine it based on pairwise comparisons of tags. Given a pair of tags A and B, we compare three sets of images: (1) those associated with A, (2) those associated with B, and (3) those associated with both A and B. If (3) is more similar to (1) than to (2), A is more likely to describe image contents. Our experiment with Instagram data shows that our method is effective.

References

[1]
Marie Katsurai, Takahiro Ogawa, and Miki Haseyama. A cross-modal approach for extracting semantic relationships between concepts using tagged images. IEEE Trans. Multimedia, 16(4):1059--1074, 2014.
[2]
Minxian Li, Jinhui Tang, Haojie Li, and Chunxia Zhao. Tag ranking by propagating relevance over tag and image graphs. In ICIMCS '12, 2012, pages 153--156, 2012.
[3]
Shangwen Li, Sanjay Purushotham, Chen Chen, Yuzhuo Ren, and C.-C. Jay Kuo. Measuring and predicting tag importance for image retrieval. IEEE Trans. Pattern Anal. Mach. Intell., 39(12):2423--2436, 2017.
[4]
Dong Liu, Xian-Sheng Hua, Linjun Yang, Meng Wang, and Hong-Jiang Zhang. Tag ranking. In Proc. of WWW '09, pages 351--360, 2009.
[5]
Merrielle Spain and Pietro Perona. Measuring and predicting object importance. International Journal of Computer Vision, 91(1):59--76, 2011.
[6]
Jinfeng Zhuang and Steven C. H. Hoi. A two-view learning approach for image tag ranking. In Proc. of WSDM 2011, pages 625--634, 2011.

Cited By

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  • (2021)MIRecipe: A Recipe Dataset for Stage-Aware Recognition of Changes in Appearance of IngredientsProceedings of the 3rd ACM International Conference on Multimedia in Asia10.1145/3469877.3490596(1-7)Online publication date: 1-Dec-2021
  • (2019)Categorization of Cooking Actions Based on Textual/Visual SimilarityProceedings of the 5th International Workshop on Multimedia Assisted Dietary Management10.1145/3347448.3357165(42-49)Online publication date: 15-Oct-2019

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cover image ACM Conferences
HT '19: Proceedings of the 30th ACM Conference on Hypertext and Social Media
September 2019
326 pages
ISBN:9781450368858
DOI:10.1145/3342220
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

Publication History

Published: 12 September 2019

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Author Tags

  1. image captioning
  2. image tags
  3. social tagging
  4. tag ranking

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HT '19 Paper Acceptance Rate 20 of 68 submissions, 29%;
Overall Acceptance Rate 378 of 1,158 submissions, 33%

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View all
  • (2021)MIRecipe: A Recipe Dataset for Stage-Aware Recognition of Changes in Appearance of IngredientsProceedings of the 3rd ACM International Conference on Multimedia in Asia10.1145/3469877.3490596(1-7)Online publication date: 1-Dec-2021
  • (2019)Categorization of Cooking Actions Based on Textual/Visual SimilarityProceedings of the 5th International Workshop on Multimedia Assisted Dietary Management10.1145/3347448.3357165(42-49)Online publication date: 15-Oct-2019

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