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Nutrition5k: Towards Automatic Nutritional Understanding of Generic Food
v1v2 (latest)

Nutrition5k: Towards Automatic Nutritional Understanding of Generic Food

Computer Vision and Pattern Recognition (CVPR), 2021
4 March 2021
Quin Thames
Arjun Karpur
W. Norris
Fangting Xia
Liviu Panait
Tobias Weyand
Jack Sim
ArXiv (abs)PDFHTML

Papers citing "Nutrition5k: Towards Automatic Nutritional Understanding of Generic Food"

44 / 44 papers shown
CookAnything: A Framework for Flexible and Consistent Multi-Step Recipe Image Generation
CookAnything: A Framework for Flexible and Consistent Multi-Step Recipe Image GenerationACM Multimedia (ACM MM), 2025
Ruoxuan Zhang
Bin Wen
Hongxia Xie
Yi Yao
Songhan Zuo
Jian-Yu Jiang-Lin
Hong-Han Shuai
Wen-Huang Cheng
DiffM
155
0
0
03 Dec 2025
Dual-LoRA and Quality-Enhanced Pseudo Replay for Multimodal Continual Food Learning
Dual-LoRA and Quality-Enhanced Pseudo Replay for Multimodal Continual Food Learning
Xinlan Wu
B. Zhu
Feng Han
Pengkun Jiao
Jingjing Chen
CLL
294
0
0
17 Nov 2025
SnappyMeal: Design and Longitudinal Evaluation of a Multimodal AI Food Logging Application
SnappyMeal: Design and Longitudinal Evaluation of a Multimodal AI Food Logging Application
Liam Bakar
Zachary Englhardt
Vidya Srinivas
Girish Narayanswamy
Dilini Nissanka
Shwetak N. Patel
Vikram Iyer
101
0
0
05 Nov 2025
Investigating the Impact of Large-Scale Pre-training on Nutritional Content Estimation from 2D Images
Investigating the Impact of Large-Scale Pre-training on Nutritional Content Estimation from 2D Images
Michele Andrade
Guilherme Silva
Valéria de Carvalho Santos
Gladston J. P. Moreira
Eduardo José da S. Luz
220
0
0
06 Aug 2025
Comprehensive Evaluation of Large Multimodal Models for Nutrition Analysis: A New Benchmark Enriched with Contextual Metadata
Comprehensive Evaluation of Large Multimodal Models for Nutrition Analysis: A New Benchmark Enriched with Contextual Metadata
Bruce Coburn
Jiangpeng He
Megan E. Rollo
Satvinder S. Dhaliwal
Deborah Kerr
Fengqing Zhu
384
1
0
09 Jul 2025
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Fnu Mohbat
Mohammed J Zaki
269
4
0
20 May 2025
VolE: A Point-cloud Framework for Food 3D Reconstruction and Volume Estimation
VolE: A Point-cloud Framework for Food 3D Reconstruction and Volume Estimation
Umair Haroon
Ahmad AlMughrabi
Thanasis Zoumpekas
Ricardo Marques
Petia Radeva
248
1
0
15 May 2025
Advancing Food Nutrition Estimation via Visual-Ingredient Feature Fusion
Advancing Food Nutrition Estimation via Visual-Ingredient Feature FusionInternational Conference on Multimedia Retrieval (ICMR), 2025
Huiyan Qi
B. Zhu
Chong-Wah Ngo
Yue Yu
Ee-Peng Lim
295
5
0
13 May 2025
Are Vision-Language Models Ready for Dietary Assessment? Exploring the Next Frontier in AI-Powered Food Image Recognition
Are Vision-Language Models Ready for Dietary Assessment? Exploring the Next Frontier in AI-Powered Food Image Recognition
Sergio Romero-Tapiador
Ruben Tolosana
Blanca Lacruz-Pleguezuelos
L. Marcos-Zambrano
Guadalupe X.Bazán
Isabel Espinosa-Salinas
Julian Fierrez
Javier-Ortega Garcia
Enrique Carrillo-de Santa Pau
Aythami Morales
CoGe
262
8
0
09 Apr 2025
On Domain-Adaptive Post-Training for Multimodal Large Language Models
On Domain-Adaptive Post-Training for Multimodal Large Language Models
Daixuan Cheng
Shaohan Huang
Ziyu Zhu
Xintong Zhang
Wayne Xin Zhao
Zhongzhi Luan
Bo Dai
Zhenliang Zhang
VLM
560
5
0
29 Nov 2024
MFP3D: Monocular Food Portion Estimation Leveraging 3D Point Clouds
MFP3D: Monocular Food Portion Estimation Leveraging 3D Point CloudsInternational Conference on Pattern Recognition (ICPR), 2024
Jinge Ma
Xiaoyan Zhang
Gautham Vinod
S. Raghavan
Jiangpeng He
Fengqing Zhu
247
8
0
14 Nov 2024
A SAM based Tool for Semi-Automatic Food Annotation
A SAM based Tool for Semi-Automatic Food AnnotationEuropean Conference on Artificial Intelligence (ECAI), 2024
Lubnaa Abdur Rahman
Ioannis Papathanail
Lorenzo Brigato
Stavroula Mougiakakou
374
1
0
11 Oct 2024
MetaFood3D: Large 3D Food Object Dataset with Nutrition Values
MetaFood3D: Large 3D Food Object Dataset with Nutrition Values
Yuhao Chen
Jiangpeng He
Chris Czarnecki
Gautham Vinod
Talha Ibn Mahmud
...
Saeejith Nair
Pengcheng Xi
Alexander Wong
Edward J. Delp
Fengqing Zhu
274
2
0
03 Sep 2024
Shape-Preserving Generation of Food Images for Automatic Dietary
  Assessment
Shape-Preserving Generation of Food Images for Automatic Dietary Assessment
Guangzong Chen
Zhi-Hong Mao
M. Sun
Kangni Liu
Wenyan Jia
203
3
0
23 Aug 2024
RoDE: Linear Rectified Mixture of Diverse Experts for Food Large
  Multi-Modal Models
RoDE: Linear Rectified Mixture of Diverse Experts for Food Large Multi-Modal Models
Pengkun Jiao
Xinlan Wu
Bin Zhu
Yue Yu
Chong-Wah Ngo
Yu-Gang Jiang
345
17
0
17 Jul 2024
FoodMem: Near Real-time and Precise Food Video Segmentation
FoodMem: Near Real-time and Precise Food Video Segmentation
Ahmad AlMughrabi
Adrián Galán
Ricardo Marques
Petia Radeva
VOS
388
6
0
16 Jul 2024
MetaFood CVPR 2024 Challenge on Physically Informed 3D Food
  Reconstruction: Methods and Results
MetaFood CVPR 2024 Challenge on Physically Informed 3D Food Reconstruction: Methods and Results
Jiangpeng He
Yuhao Chen
Gautham Vinod
Talha Ibn Mahmud
Fengqing Zhu
...
Yu Gao
Zhaoxiang Liang
Yawei Jueluo
Chengyu Shi
Pengyu Wang
244
7
0
12 Jul 2024
Position: Measure Dataset Diversity, Don't Just Claim It
Position: Measure Dataset Diversity, Don't Just Claim It
Dora Zhao
Jerone T. A. Andrews
Orestis Papakyriakopoulos
Alice Xiang
336
34
0
11 Jul 2024
NutriBench: A Dataset for Evaluating Large Language Models on Nutrition Estimation from Meal Descriptions
NutriBench: A Dataset for Evaluating Large Language Models on Nutrition Estimation from Meal Descriptions
Andong Hua
Mehak Preet Dhaliwal
Ryan Burke
Yao Qin
Yao Qin
656
0
0
04 Jul 2024
VolETA: One- and Few-shot Food Volume Estimation
VolETA: One- and Few-shot Food Volume Estimation
Ahmad AlMughrabi
Umair Haroon
Ricardo Marques
Petia Radeva
269
4
0
01 Jul 2024
FoodSky: A Food-oriented Large Language Model that Passes the Chef and
  Dietetic Examination
FoodSky: A Food-oriented Large Language Model that Passes the Chef and Dietetic Examination
Pengfei Zhou
Weiqing Min
Chaoran Fu
Ying Jin
Mingyu Huang
Xiangyang Li
Shuhuan Mei
Shuqiang Jiang
348
16
0
11 Jun 2024
Nutrition Estimation for Dietary Management: A Transformer Approach with
  Depth Sensing
Nutrition Estimation for Dietary Management: A Transformer Approach with Depth Sensing
Zhengyi Kwan
Wei Zhang
Zhengkui Wang
Aik Beng Ng
Simon See
ViT
184
6
0
04 Jun 2024
NutritionVerse-Direct: Exploring Deep Neural Networks for Multitask
  Nutrition Prediction from Food Images
NutritionVerse-Direct: Exploring Deep Neural Networks for Multitask Nutrition Prediction from Food Images
Matthew Keller
Chi-en Amy Tai
Yuhao Chen
Pengcheng Xi
Alexander Wong
ViT
170
11
0
13 May 2024
Food Portion Estimation via 3D Object Scaling
Food Portion Estimation via 3D Object Scaling
Gautham Vinod
Jiangpeng He
Zeman Shao
Fengqing Zhu
247
20
0
18 Apr 2024
OVFoodSeg: Elevating Open-Vocabulary Food Image Segmentation via
  Image-Informed Textual Representation
OVFoodSeg: Elevating Open-Vocabulary Food Image Segmentation via Image-Informed Textual Representation
Xiongwei Wu
Sicheng Yu
Ee-Peng Lim
Chong-Wah Ngo
VLM
249
6
0
01 Apr 2024
From Canteen Food to Daily Meals: Generalizing Food Recognition to More
  Practical Scenarios
From Canteen Food to Daily Meals: Generalizing Food Recognition to More Practical ScenariosIEEE transactions on multimedia (IEEE TMM), 2024
Guoshan Liu
Yang Jiao
Yue Yu
Bin Zhu
Yueping Jiang
258
15
0
12 Mar 2024
FoodLMM: A Versatile Food Assistant using Large Multi-modal Model
FoodLMM: A Versatile Food Assistant using Large Multi-modal Model
Yuehao Yin
Huiyan Qi
B. Zhu
Yue Yu
Yu-Gang Jiang
Chong-Wah Ngo
302
45
0
22 Dec 2023
NutritionVerse-Synth: An Open Access Synthetically Generated 2D Food
  Scene Dataset for Dietary Intake Estimation
NutritionVerse-Synth: An Open Access Synthetically Generated 2D Food Scene Dataset for Dietary Intake Estimation
Saeejith Nair
Chi-en Amy Tai
Yuhao Chen
Alexander Wong
249
7
0
11 Dec 2023
FoodFusion: A Latent Diffusion Model for Realistic Food Image Generation
FoodFusion: A Latent Diffusion Model for Realistic Food Image Generation
Olivia Markham
Yuhao Chen
Chi-en Amy Tai
Alexander Wong
136
6
0
06 Dec 2023
Identifying the Defective: Detecting Damaged Grains for Cereal
  Appearance Inspection
Identifying the Defective: Detecting Damaged Grains for Cereal Appearance InspectionEuropean Conference on Artificial Intelligence (ECAI), 2023
Lei Fan
Yiwen Ding
Dongdong Fan
Yong Wu
Maurice Pagnucco
Yang Song
228
10
0
20 Nov 2023
DPF-Nutrition: Food Nutrition Estimation via Depth Prediction and Fusion
DPF-Nutrition: Food Nutrition Estimation via Depth Prediction and Fusion
Yuzhe Han
Qimin Cheng
Wenjin Wu
Ziyang Huang
MDE3DH
165
33
0
18 Oct 2023
NutritionVerse: Empirical Study of Various Dietary Intake Estimation
  Approaches
NutritionVerse: Empirical Study of Various Dietary Intake Estimation Approaches
Chi-en Amy Tai
Matthew Keller
Saeejith Nair
Yuhao Chen
Yifan Wu
...
Krish Parmar
Pengcheng Xi
Heather H. Keller
Sharon I Kirkpatrick
Alexander Wong
186
7
0
14 Sep 2023
An End-to-end Food Portion Estimation Framework Based on Shape
  Reconstruction from Monocular Image
An End-to-end Food Portion Estimation Framework Based on Shape Reconstruction from Monocular ImageIEEE International Conference on Multimedia and Expo (ICME), 2023
Zeman Shao
Gautham Vinod
Jiangpeng He
Fengqing Zhu
282
28
0
03 Aug 2023
Leveraging Human Salience to Improve Calorie Estimation
Leveraging Human Salience to Improve Calorie Estimation
Katherine R. Dearstyne
Alberto D. Rodriguez
214
1
0
15 Jun 2023
Transferring Knowledge for Food Image Segmentation using Transformers
  and Convolutions
Transferring Knowledge for Food Image Segmentation using Transformers and Convolutions
Grant Sinha
Krishna Parmar
Hilda Azimi
Chi-en Amy Tai
Yuhao Chen
Alexander Wong
Pengcheng Xi
ViT
156
5
0
15 Jun 2023
NutritionVerse-3D: A 3D Food Model Dataset for Nutritional Intake
  Estimation
NutritionVerse-3D: A 3D Food Model Dataset for Nutritional Intake Estimation
Chi-en Amy Tai
Matthew Keller
Mattie Kerrigan
Yuhao Chen
Saeejith Nair
Pengcheng Xi
Alexander Wong
214
11
0
12 Apr 2023
Food Ingredients Recognition through Multi-label Learning
Food Ingredients Recognition through Multi-label Learning
Rameez Ismail
Zhaorui Yuan
175
0
0
24 Oct 2022
Image Based Food Energy Estimation With Depth Domain Adaptation
Image Based Food Energy Estimation With Depth Domain AdaptationConference on Multimedia Information Processing and Retrieval (MIPR), 2022
Gautham Vinod
Zeman Shao
Fengqing M Zhu
170
18
0
25 Aug 2022
Towards the Creation of a Nutrition and Food Group Based Image Database
Towards the Creation of a Nutrition and Food Group Based Image Database
Zeman Shao
Jiangpeng He
Yaohui Yu
Luotao Lin
Alexandra E Cowan
H. Eicher-Miller
Fengqing M Zhu
231
7
0
05 Jun 2022
GrainSpace: A Large-scale Dataset for Fine-grained and Domain-adaptive
  Recognition of Cereal Grains
GrainSpace: A Large-scale Dataset for Fine-grained and Domain-adaptive Recognition of Cereal GrainsComputer Vision and Pattern Recognition (CVPR), 2022
Lei Fan
Yiwen Ding
Dongdong Fan
Donglin Di
Maurice Pagnucco
Yang Song
AI4TS
241
35
0
10 Mar 2022
A review on vision-based analysis for automatic dietary assessment
A review on vision-based analysis for automatic dietary assessment
Wei Wang
Weiqing Min
Tianhao Li
Xiaoxiao Dong
Haisheng Li
Shuqiang Jiang
229
79
0
06 Aug 2021
Applications of knowledge graphs for food science and industry
Applications of knowledge graphs for food science and industry
Weiqing Min
Chunlin Liu
Leyi Xu
Shuqiang Jiang
336
71
0
13 Jul 2021
A Large-Scale Benchmark for Food Image Segmentation
A Large-Scale Benchmark for Food Image SegmentationACM Multimedia (ACM MM), 2021
Xiongwei Wu
Xin Fu
Ying Liu
Ee-Peng Lim
Guosheng Lin
Qianru Sun
VLM
235
112
0
12 May 2021
Large Scale Visual Food Recognition
Large Scale Visual Food RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Weiqing Min
Zhiling Wang
Yuxin Liu
Mengjia Luo
Lijuan Kang
Xiaoming Wei
Xiaolin K. Wei
Shuqiang Jiang
459
228
0
30 Mar 2021
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