Review:Deep-based Ingredient Recognition for Cooking Recipe Retrieval

Deep-based Ingredient Recognition for Cooking Recipe Retrieval

zero-shot retrieval

ingredient recognition → find recipe

deep features & semantic labels

diverse appearance and wild composition

simultaneous recognition to exploit mutual relationship between 172 food categories/353ingredients and

Main structure of Ingredient recog and recipes retrieval
Multi-task Deep Neural Network Structure
Loss function
dish recog loss
ingredient recog loss

In absence of image of one specific recipes, we use the ingredients recoged as text-based retrieval of recipes.

Ingredient refinement with CRF

recipe search strategy
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