AICLCVIRMay 2, 2018

Images & Recipes: Retrieval in the cooking context

arXiv:1805.00900v1
Originality Synthesis-oriented
AI Analysis

This addresses the problem of retrieving recipes from images and vice versa for cooking applications, but it is incremental as it builds on existing datasets and tasks.

The paper tackles the picture-recipe alignment problem for large-scale retrieval, achieving state-of-the-art results on the Recipe1M dataset with one million image-recipe pairs.

Recent advances in the machine learning community allowed different use cases to emerge, as its association to domains like cooking which created the computational cuisine. In this paper, we tackle the picture-recipe alignment problem, having as target application the large-scale retrieval task (finding a recipe given a picture, and vice versa). Our approach is validated on the Recipe1M dataset, composed of one million image-recipe pairs and additional class information, for which we achieve state-of-the-art results.

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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