A hybrid semantic item model for recipe search by example

Haoran XIE*, Lijuan YU, Qing LI

*Corresponding author for this work

Research output: Book Chapters | Papers in Conference ProceedingsConference paper (refereed)peer-review

20 Citations (Scopus)

Abstract

As a necessary part of our daily life, choose what dishes to cook that is a problem and troubles many people every day. In recent years, there has been a proliferation of multimedia recipe data on the Web 2.0 communities. To assist people to navigate and search on from large amounts of recipes, a suitable recipe model is crucial and indispensable. However, recipes have some distinct characteristics that conventional data models are inadequate to represent them for such data. For example, it is unreasonable and insufficient to measure how similar the cooking procedures of two dishes are only through text descriptions and/or their extracted terms. The main reason is that this raw data (or low-level features extracted from the raw data, e.g. term for text, color for image) do not map to the high-level semantics readily. In this paper, we argue that a recipe model should be semantic-based and behavior-oriented, preferably with domain knowledge support. A hybrid semantic item (HSI) model is next presented for addressing this problem. Based on HSI model, we devise a corresponding approach for recipe search by example. The experiment on our multimedia recipe retrieval system demonstrates that our HSI approach outperforms baseline methods.

Original languageEnglish
Title of host publicationProceedings - 2010 IEEE International Symposium on Multimedia, ISM 2010
Pages254-259
Number of pages6
DOIs
Publication statusPublished - 1 Dec 2010
Externally publishedYes
Event2010 IEEE International Symposium on Multimedia, ISM 2010 - Taichung, Taiwan, Province of China
Duration: 13 Dec 201015 Dec 2010

Publication series

NameProceedings - 2010 IEEE International Symposium on Multimedia, ISM 2010

Conference

Conference2010 IEEE International Symposium on Multimedia, ISM 2010
CountryTaiwan, Province of China
CityTaichung
Period13/12/1015/12/10

Keywords

  • Data model
  • Multimedia
  • Recipe
  • Retrieval

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