Enhancing recipe retrieval with foundation models: A data augmentation perspective

F Song, B Zhu, Y Hao, S Wang - European Conference on Computer …, 2025 - Springer
Learning recipe and food image representation in common embedding space is non-trivial
but crucial for cross-modal recipe retrieval. In this paper, we propose a new perspective for …

Llava-chef: A multi-modal generative model for food recipes

F Mohbat, MJ Zaki - Proceedings of the 33rd ACM International …, 2024 - dl.acm.org
In the rapidly evolving landscape of online recipe sharing within a globalized context, there
has been a notable surge in research towards comprehending and generating food recipes …

CREAMY: Cross-Modal Recipe Retrieval By Avoiding Matching Imperfectly

Z Zou, X Zhu, Q Zhu, Y Liu, L Zhu - IEEE Access, 2024 - ieeexplore.ieee.org
State-of-the-art methods for cross-modal recipe retrieval failed to consider an underlying but
challenging issue, ie, matching imperfectly problem hidden in positive image-recipe pairs …

Disambiguity and Alignment: An Effective Multi-Modal Alignment Method for Cross-Modal Recipe Retrieval

Z Zou, X Zhu, Q Zhu, H Zhang, L Zhu - Foods, 2024 - mdpi.com
As a prominent topic in food computing, cross-modal recipe retrieval has garnered
substantial attention. However, the semantic alignment across food images and recipes …

Large Language Models for Ingredient Substitution in Food Recipes using Supervised Fine-tuning and Direct Preference Optimization

T Senath, K Athukorala, R Costa, S Ranathunga… - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, we address the challenge of recipe personalization through ingredient
substitution. We make use of Large Language Models (LLMs) to build an ingredient …

Fine-Grained Modalities Interaction for Cross-Modal Recipe Retrieval

F Qu, Y Lu, Z Yao, F Zhao - Pacific Rim International Conference on …, 2024 - Springer
Cross-modal recipe retrieval, which is a system for finding cooking recipes based on a user-
submitted food image or finding food pictures based on recipes, has garnered significant …