A study on food value estimation from images: taxonomies, datasets, and techniques

J Sultana, BM Ahmed, MM Masud, AKO Huq… - IEEE …, 2023 - ieeexplore.ieee.org
Monitoring nutritional values in food can help an individual in planning a healthy diet. In
addition, regular dietary assessment can improve and maintain the physical and mental …

Advancements in Food Recognition: A Comprehensive Review of Deep Learning-Based Automated Food Item Identification

R Krutik, C Thacker, R Adhvaryu - 2024 2nd International …, 2024 - ieeexplore.ieee.org
Food recognition is a vital component of various applications, including dietary monitoring,
nutritional analysis, and restaurant menu optimization. In recent years, deep learning …

Food Classification and Meal Intake Amount Estimation through Deep Learning

J Kim, D Lee, S Kwon - Applied Sciences, 2023 - mdpi.com
This paper proposes a method to classify food types and to estimate meal intake amounts in
pre-and post-meal images through a deep learning object detection network. The food types …

Food Cooking Process Modeling With Neural Networks

J Fañanás-Anaya, G López-Nicolás, C Sagüés… - IEEE …, 2024 - ieeexplore.ieee.org
Food cooking process are complex dynamical systems to model. In the state of the art we
find that a good solution consists of physics-based finite element models (FEM). FEM …

Amount Estimation Method for Food Intake Based on Color and Depth Images through Deep Learning

D Lee, S Kwon - Sensors, 2024 - mdpi.com
In this paper, we propose an amount estimation method for food intake based on both color
and depth images. Two pairs of color and depth images are captured pre-and post-meals …

Enhanced Food Classification System Using YOLO Models For Object Detection Algorithm

S Sudharson, P Kokil, R Annamalai… - 2023 14th …, 2023 - ieeexplore.ieee.org
Food classification is crucial for the food industry and has a significant impact on public
health and nutrition. Deep learning techniques such as YOLOv5 and YOLOv7 have recently …

Recipe recommendation using image classification

E Anitha, S Nandhini, HK Palani - 2023 5th International …, 2023 - ieeexplore.ieee.org
As the digital era develops, smart food technologies are more in demand because they
make meal planning and preparation simpler and more enjoyable. Recipe recommendation …

Identification and analysis of pork freshness quality based on improved MobileNetV3

C Zhou, J Pi, D Wang, J Liu - Applied Engineering in Agriculture, 2025 - elibrary.asabe.org
Highlights Model can perform pork freshness quality testing under complex lighting.
MobileNetV3_E outperforms other state-of-the-art models. Model achieves an optimal …

Yummy YOLO: A Deep Learning Approach Towards Indian Culinary Classification

MA Mandavkar, HD Hattarki… - 2023 4th …, 2024 - ieeexplore.ieee.org
Food image classification is a growing research area as it has many advantages, whether in
the health sector to maintain a proper diet or in the tourism sector to help tourists know about …

Multisensory Culinary Image Classification based on SqueezeNet and Support Vector Machine

S Soebandhi, AG Sooai… - 2023 IEEE 9th …, 2023 - ieeexplore.ieee.org
Food tourism can be a competitive advantage for Indonesian tourism. With diverse cultures
and ethnicities, Indonesia certainly has local culinary characteristics not found in other …