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Automatic Expansion of a Food Image Dataset Leveraging ...

Automatic Expansion of a Food Image DatasetLeveraging existing Categorieswith Domain AdaptationYoshiyuki Kawano Keiji YanaiDepartment of Informatics, The University of Electro-Communications1-5-1 Chofugaoka, Chofu-shi, Tokyo 182-8585 this paper, we propose a novel e ective framework to ex-pand an existing Image Dataset automatically Leveraging existing cat-egories and crowdsourcing. Especially, in this paper, we focus on ex-pansion on food Image data set. The number of food categories is un-countable, since foods are di erent from a place to a place. If we have aJapanese food Dataset , it does not help build a French food recognitionsystem directly. That is why food data sets for di erent food cultureshave been built independently category so far. Then, in this paper, wepropose to leverage existing knowledge on food of other cultures by ageneric \foodness" classi er and domain adaptation.

Automatic Expansion of a Food Image Dataset Leveraging Existing Categories with Domain Adaptation Yoshiyuki Kawano Keiji Yanai Department of Informatics, The …

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