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Creating recipe images is a key challenge in food computing, with applications in culinary education and multimodal recipe assistants. However, existing datasets lack fine-grained alignment between recipe goals, step-wise instructions, and…

Computer Vision and Pattern Recognition · Computer Science 2025-06-12 Ruoxuan Zhang , Jidong Gao , Bin Wen , Hongxia Xie , Chenming Zhang , Hong-Han Shuai , Wen-Huang Cheng

Sharing food has become very popular with the development of social media. For many real-world applications, people are keen to know the underlying recipes of a food item. In this paper, we are interested in automatically generating cooking…

Computer Vision and Pattern Recognition · Computer Science 2020-09-03 Hao Wang , Guosheng Lin , Steven C. H. Hoi , Chunyan Miao

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,…

Artificial Intelligence · Computer Science 2018-05-03 Micael Carvalho , Rémi Cadène , David Picard , Laure Soulier , Matthieu Cord

In this work we propose a new computational framework, based on generative deep models, for synthesis of photo-realistic food meal images from textual list of its ingredients. Previous works on synthesis of images from text typically rely…

Computer Vision and Pattern Recognition · Computer Science 2020-02-27 Fangda Han , Ricardo Guerrero , Vladimir Pavlovic

Synthesizing realistic cooked food images from raw inputs on edge devices is a challenging generative task, requiring models to capture complex changes in texture, color and structure during cooking. Existing image-to-image generation…

Computer Vision and Pattern Recognition · Computer Science 2025-11-24 Jigyasa Gupta , Soumya Goyal , Anil Kumar , Ishan Jindal

Food image segmentation is a critical and indispensible task for developing health-related applications such as estimating food calories and nutrients. Existing food image segmentation models are underperforming due to two reasons: (1)…

Computer Vision and Pattern Recognition · Computer Science 2021-05-13 Xiongwei Wu , Xin Fu , Ying Liu , Ee-Peng Lim , Steven C. H. Hoi , Qianru Sun

Interests in the automatic generation of cooking recipes have been growing steadily over the past few years thanks to a large amount of online cooking recipes. We present RecipeGPT, a novel online recipe generation and evaluation system.…

Computation and Language · Computer Science 2020-10-28 Helena H. Lee , Ke Shu , Palakorn Achananuparp , Philips Kokoh Prasetyo , Yue Liu , Ee-Peng Lim , Lav R. Varshney

People enjoy food photography because they appreciate food. Behind each meal there is a story described in a complex recipe and, unfortunately, by simply looking at a food image we do not have access to its preparation process. Therefore,…

Computer Vision and Pattern Recognition · Computer Science 2019-06-18 Amaia Salvador , Michal Drozdzal , Xavier Giro-i-Nieto , Adriana Romero

Recipe generation from food images and ingredients is a challenging task, which requires the interpretation of the information from another modality. Different from the image captioning task, where the captions usually have one sentence,…

Computer Vision and Pattern Recognition · Computer Science 2022-02-17 Hao Wang , Guosheng Lin , Steven C. H. Hoi , Chunyan Miao

In this work we propose a new computational framework, based on generative deep models, for synthesis of photo-realistic food meal images from textual descriptions of its ingredients. Previous works on synthesis of images from text…

Computer Vision and Pattern Recognition · Computer Science 2019-05-31 Fangda Han , Ricardo Guerrero , Vladimir Pavlovic

Food computing has emerged as a prominent multidisciplinary field of research in recent years. An ambitious goal of food computing is to develop end-to-end intelligent systems capable of autonomously producing recipe information for a food…

Computer Vision and Pattern Recognition · Computer Science 2024-05-14 Prateek Chhikara , Dhiraj Chaurasia , Yifan Jiang , Omkar Masur , Filip Ilievski

Recipe is a set of instructions that describes how to make food. It can help people from the preparation of ingredients, food cooking process, etc. to prepare the food, and increasingly in demand on the Web. To help users find the vast…

Multimedia · Computer Science 2023-10-25 Jialiang Shi , Takahiro Komamizu , Keisuke Doman , Haruya Kyutoku , Ichiro Ide

With the continuous advancement of image generation technology, advanced models such as GPT-Image-1 and Qwen-Image have achieved remarkable text-to-image consistency and world knowledge However, these models still fall short in…

Computer Vision and Pattern Recognition · Computer Science 2025-12-02 Junyan Ye , Leiqi Zhu , Yuncheng Guo , Dongzhi Jiang , Zilong Huang , Yifan Zhang , Zhiyuan Yan , Haohuan Fu , Conghui He , Weijia Li

Recipe recommendation systems play an essential role in helping people decide what to eat. Existing recipe recommendation systems typically focused on content-based or collaborative filtering approaches, ignoring the higher-order…

Information Retrieval · Computer Science 2022-05-30 Yijun Tian , Chuxu Zhang , Zhichun Guo , Chao Huang , Ronald Metoyer , Nitesh V. Chawla

Understanding and reasoning about cooking recipes is a fruitful research direction towards enabling machines to interpret procedural text. In this work, we introduce RecipeQA, a dataset for multimodal comprehension of cooking recipes. It…

Computation and Language · Computer Science 2018-09-05 Semih Yagcioglu , Aykut Erdem , Erkut Erdem , Nazli Ikizler-Cinbis

Food is significant to human daily life. In this paper, we are interested in learning structural representations for lengthy recipes, that can benefit the recipe generation and food cross-modal retrieval tasks. Different from the common…

Computer Vision and Pattern Recognition · Computer Science 2022-08-02 Hao Wang , Guosheng Lin , Steven C. H. Hoi , Chunyan Miao

In this paper, we introduce Recipe1M+, a new large-scale, structured corpus of over one million cooking recipes and 13 million food images. As the largest publicly available collection of recipe data, Recipe1M+ affords the ability to train…

Computer Vision and Pattern Recognition · Computer Science 2019-07-11 Javier Marin , Aritro Biswas , Ferda Ofli , Nicholas Hynes , Amaia Salvador , Yusuf Aytar , Ingmar Weber , Antonio Torralba

Calorie and nutrition research has attained increased interest in recent years. But, due to the complexity of the problem, literature in this area focuses on a limited subset of ingredients or dish types and simple convolutional neural…

Computer Vision and Pattern Recognition · Computer Science 2021-12-21 Ahmad Babaeian Jelodar , Yu Sun

We propose a computational approach for recipe ideation, a downstream task that helps users select and gather ingredients for creating dishes. To perform this task, we developed RecipeMind, a food affinity score prediction model that…

Information Retrieval · Computer Science 2022-10-20 Mogan Gim , Donghee Choi , Kana Maruyama , Jihun Choi , Hajung Kim , Donghyeon Park , Jaewoo Kang

In this paper, we are interested in modeling a how-to instructional procedure, such as a cooking recipe, with a meaningful and rich high-level representation. Specifically, we propose to represent cooking recipes and food images as cooking…

Computer Vision and Pattern Recognition · Computer Science 2022-03-31 Dim P. Papadopoulos , Enrique Mora , Nadiia Chepurko , Kuan Wei Huang , Ferda Ofli , Antonio Torralba
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