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Multi-modal Cooking Workflow Construction for Food Recipes [article]

Liangming Pan, Jingjing Chen, Jianlong Wu, Shaoteng Liu, Chong-Wah Ngo, Min-Yen Kan, Yu-Gang Jiang, Tat-Seng Chua
2020 pre-print
Cooking steps are multi-modal, featuring both text instructions and cooking images.  ...  In this paper, we build MM-ReS, the first large-scale dataset for cooking workflow construction, consisting of 9,850 recipes with human-labeled workflow graphs.  ...  We build the Multi-Modal Recipe Structure dataset (MM-ReS), the first largescale dataset for this task, containing 9,850 food recipes with labeled cooking workflows.  ... 
doi:10.1145/3394171.3413765 arXiv:2008.09151v1 fatcat:tjlauedjpfdypjf37lldab3gn4

A Rich Recipe Representation as Plan to Support Expressive Multi Modal Queries on Recipe Content and Preparation Process [article]

Vishal Pallagani, Priyadharsini Ramamurthy, Vedant Khandelwal, Revathy Venkataramanan, Kausik Lakkaraju, Sathyanarayanan N. Aakur, Biplav Srivastava
2022 arXiv   pre-print
To show the benefits of R3, we also present TREAT, a tool for recipe retrieval which uses R3 to perform multi-modal reasoning on the recipe's content (plan objects - ingredients and cooking tools), food  ...  In this paper, we discuss the construction of a machine-understandable rich recipe representation (R3), in the form of plans, from the recipes available in natural language.  ...  We demonstrate how TREAT can perform multi-modal constrained queries from the user for recipe retrieval.  ... 
arXiv:2203.17109v1 fatcat:gyt4a3cpqjhk5c5fzberqszxiu

A Survey on Food Computing [article]

Weiqing Min and Shuqiang Jiang and Linhu Liu and Yong Rui and Ramesh Jain
2019 arXiv   pre-print
With the rapid development of social networks, mobile networks, and Internet of Things (IoT), people commonly upload, share, and record food images, recipes, cooking videos, and food diaries, leading to  ...  Food is very essential for human life and it is fundamental to the human experience.  ...  [Chen et al. 2017a ] exploited rich food attributes for cross-modal recipe retrieval. [Min et al. 2017a ] utilized a multi-modal Deep Boltzmann Machine for recipe-image retrieval.  ... 
arXiv:1808.07202v5 fatcat:qjitfexaffd3fohfb7iy3lwfyi

MCEN: Bridging Cross-Modal Gap between Cooking Recipes and Dish Images with Latent Variable Model

Han Fu, Rui Wu, Chenghao Liu, Jianling Sun
2020 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)  
In this paper, we focus on the task of cross-modal retrieval between food images and cooking recipes.  ...  Importantly, our method learns the cross-modal alignments during training but computes embeddings of different modalities indepen- dently at inference time for the sake of efficiency.  ...  Acknowledge We would like to thank the reviewers for their detailed comments and constructive suggestions.  ... 
doi:10.1109/cvpr42600.2020.01458 dblp:conf/cvpr/FuWLS20 fatcat:4ogf5xycfjfnji7t6rdnsxg2si

MCEN: Bridging Cross-Modal Gap between Cooking Recipes and Dish Images with Latent Variable Model [article]

Han Fu, Rui Wu, Chenghao Liu, Jianling Sun
2020 arXiv   pre-print
In this paper, we focus on the task of cross-modal retrieval between food images and cooking recipes.  ...  Importantly, our method learns the cross-modal alignments during training but computes embeddings of different modalities independently at inference time for the sake of efficiency.  ...  Acknowledge We would like to thank the reviewers for their detailed comments and constructive suggestions.  ... 
arXiv:2004.01095v1 fatcat:bgxe4ogkobeqth5uldyettrwiq

Kusk Object Dataset: Recording access to objects in food preparation

Atsushi Hashimoto, Shinsuke Mori, Masaaki Iiyama, Michihiko Minoh
2016 2016 IEEE International Conference on Multimedia & Expo Workshops (ICMEW)  
This study aims to construct a KUSK Dataset's extension that provides records of chef's touching and releasing action to objects, which we call "access to objects," in his/her food preparation.  ...  The records of access to object are known as a key evidence for understanding chef's activity in food preparation. In the dataset, we provide object images as well as the records of access to object.  ...  TUM Kitchen Data Set [8] and CMU Multi-Modal Activity Database [9] focused on motions that are recorded by cameras placed on the ceiling [8] , first person vision cameras [9] , and motion captures  ... 
doi:10.1109/icmew.2016.7574771 dblp:conf/icmcs/HashimotoMIM16 fatcat:b6qx27k2jzhgtixedfxfzwghxq

SHARE: a System for Hierarchical Assistive Recipe Editing [article]

Shuyang Li, Yufei Li, Jianmo Ni, Julian McAuley
2021 arXiv   pre-print
We introduce SHARE: a System for Hierarchical Assistive Recipe Editing to assist home cooks with dietary restrictions -- a population under-served by existing cooking resources.  ...  We introduce the novel RecipePairs dataset of 84K pairs of similar recipes in which one recipe satisfies one of seven dietary constraints, allowing for supervised training of such recipe editing models  ...  We demonstrate the workflow for each approach, using the example of editing a recipe for sugar cookies to accommodate gluten intolerance.  ... 
arXiv:2105.08185v1 fatcat:2xhmimcrajdodi6sjx5jz23fum

English Recipe Flow Graph Corpus

Yoko Yamakata, Shinsuke Mori, John A. Carroll
2020 International Conference on Language Resources and Evaluation  
We present an annotated corpus of English cooking recipe procedures, and describe and evaluate computational methods for learning these annotations.  ...  , food ingredients and the products of intermediate steps.  ...  Previous work on analysing Japanese recipes has shown that this level of accuracy is sufficient to support tasks including recipe information retrieval and symbol grounding for cross-modal cooking applications  ... 
dblp:conf/lrec/YamakataMC20 fatcat:mcq27hj7xrag7lqwxodaxzh6ge

Pilot evaluation of HEAL – A natural experiment to promote obesity prevention behaviors among low-income pregnant women

Shreela V. Sharma, Ru-Jye Chuang, Courtney Byrd-Williams, Melisa Danho, Mudita Upadhyaya, Pam Berens, Deanna M. Hoelscher
2018 Preventive medicine reports  
Healthy Eating Active Living (HEAL) is a six-week, multi-component program to promote breastfeeding, healthy dietary habits, cooking skills and physical activity among Medicaid-eligible pregnant-women  ...  (p < 0.05), and decreased frequency of eating heat and serve foods (p < 0.05).  ...  Nader for his support on the project.  ... 
doi:10.1016/j.pmedr.2018.04.005 pmid:29868377 pmcid:PMC5984221 fatcat:vxg5p6gs2vbnvatsa75msqfova

Workload-Aware Systems and Interfaces for Cognitive Augmentation [article]

Thomas Kosch
2020 arXiv   pre-print
Subsequently, we investigate suitable feedback modalities in a user-centric design process which are desirable for cognitive assistance.  ...  Together with the collected data sets, this thesis paves the way for methodical and technical tools that integrate workload-awareness as a factor for context-aware systems.  ...  [163] designed algorithms for smart kitchens, which recognize the users' cooking actions and food material. Since recipes play an important role in cooking, Schneider et al.  ... 
arXiv:2010.07703v2 fatcat:v3cfq4cs2jhuzlym3za2r4b3le

Geno: A Developer Tool for Authoring Multimodal Interaction on Existing Web Applications [article]

Ritam Jyoti Sarmah, Yunpeng Ding, Di Wang, Cheuk Yin Phipson Lee, Toby Jia-Jun Li, Xiang 'Anthony' Chen
2020 arXiv   pre-print
We present Geno---a developer tool for adding the voice input modality to existing web apps without requiring significant NLP expertise.  ...  Geno provides a high-level workflow for developers to specify functionalities to be supported by voice (intents), create language models for detecting intents and the relevant information (parameters)  ...  We thank our study participants and the reviewers for their valuable feedback.  ... 
arXiv:2007.09809v1 fatcat:dwi24aeetfh5jpdhzm6t2hkfxu

Learning Text-Image Joint Embedding for Efficient Cross-Modal Retrieval with Deep Feature Engineering [article]

Zhongwei Xie, Ling Liu, Yanzhao Wu, Luo Zhong, Lin Li
2021 pre-print
We leverage wideResNet50 and word2vec to extract and encode the image category semantics of food images to help semantic alignment of the learned recipe and image embeddings in the joint latent space.  ...  We use the Recipe1M dataset for the technical description and empirical validation.  ...  ACKNOWLEDGMENTS We thank the EIC and the AE handling our paper and the reviewers for their constructive comments and suggestions.  ... 
doi:10.1145/3490519 arXiv:2110.11592v1 fatcat:ygtumnwdurblzcgqvl2yaab5ou

Poster Abstracts

2021 Nutrition & Dietetics  
Patients on a texture modified diet, food allergies, immunocompromised/pregnant were excluded. Questionnaires were completed with patients before and after using the gift card.  ...  Methods: Nutrition and Food Services (FS) considered all COVID response stages across: Staff workflows, food supply, menu innovation and meal delivery.  ...  This research points to the multi-faceted nature of influences and considerations required for a healthier food supply.  ... 
doi:10.1111/1747-0080.12690 fatcat:oyvzgrsurng33gfpvevd5daubu

Application of evolutionary algorithms to optimise one- and two-dimensional gradient chromatographic separations

Bram Huygens, Kyriakos Efthymiadis, Ann Nowé, Gert Desmet
2020 Journal of Chromatography A  
to convergence to local optima for longer searches.  ...  follow a hyperbolic law in the large search run number limit, such that the convergence rate parameter of this hyperbolic function can be used to quantify the difference in required number of search runs for  ...  I like to thank numerous co-workers for their contribution to the research in Capillary GC and its pre-and post-column hyphenation and especially Frank David, Christophe Devos and Tatiana Cucu.  ... 
doi:10.1016/j.chroma.2020.461435 pmid:32822975 fatcat:43gcy57envdgnaywtb6zinhqoi

Rapid draft sequencing and real-time nanopore sequencing in a hospital outbreak of Salmonella

Joshua Quick, Philip Ashton, Szymon Calus, Carole Chatt, Savita Gossain, Jeremy Hawker, Satheesh Nair, Keith Neal, Kathy Nye, Tansy Peters, Elizabeth De Pinna, Esther Robinson (+6 others)
2015 Genome Biology  
The authors would like to thank the anonymous reviewers of this paper for their constructive feedback during the peer-review process.  ...  The Cloud Infrastructure for Microbial Bioinformatics (CLIMB) cyberinfrastructure was used for the data analysis presented in this manuscript.  ...  The same hospital food is distributed to all three hospital sites from a single, central kitchen processing unit where hot food is twice-cooked to standards that would kill salmonellae.  ... 
doi:10.1186/s13059-015-0677-2 pmid:26025440 pmcid:PMC4702336 fatcat:iujp2gz53fd27gx5df2jr6nvtu
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