A comparative study of deep learning methods for food classification with images

G Suddul, JFL Seguin - Food and Humanity, 2023 - Elsevier
The monitoring of food intake plays a key role in avoiding different health problems such as
diseases, but also difficulties linked with mental and physical wellbeing. Food monitoring …

Overview of deep learning in food image classification for dietary assessment system

B Shah, H Bhavsar - … Technologies and Applications: Proceedings of Sixth …, 2021 - Springer
In modern days, people are very attentive about their health and diet. High-calorie intake
food can be harmful and may lead to serious health condition. Food image identification …

Depth-restricted convolutional neural network—A model for Gujarati food image classification

B Shah, H Bhavsar - The Visual Computer, 2024 - Springer
For an effective dietary assessment system, it is necessary to keep track of the amount of
food consumed. Food recognition is the first step to calorie estimation, and image …

Evaluating machine learning technologies for food computing from a data set perspective

NU Gilal, K Al-Thelaya, JK Al-Saeed… - Multimedia Tools and …, 2024 - Springer
Food plays an important role in our lives that goes beyond mere sustenance. Food affects
behavior, mood, and social life. It has recently become an important focus of multimedia and …

Food image classification with deep features

A Şengür, Y Akbulut, Ü Budak - 2019 international artificial …, 2019 - ieeexplore.ieee.org
In this paper, deep feature extraction, feature concatenation and support vector machine
(SVM) classifier are used for efficient classification of food images. Classification of foods …

A Framework for Food recognition and predicting its Nutritional value through Convolution neural network

D NR, DS GK, DP Kumar Pareek - Proceedings of the …, 2022 - papers.ssrn.com
A succession of improvements in image processing have been aided by deep learning.
There were considerable advancements in the use of deep learning techniques to food …

Automated food image classification using deep learning approach

S Yadav, S Chand - 2021 7th international conference on …, 2021 - ieeexplore.ieee.org
Food image classification is an emerging research field due to its increasing benefits in the
health and medical sectors. For sure, in the future automated food recognition tools will help …

Feature extraction using deep learning for food type recognition

M Farooq, E Sazonov - … : 5th International Work-Conference, IWBBIO 2017 …, 2017 - Springer
With the widespread use of smartphones, people are taking more and more images of their
foods. These images can be used for automatic recognition of foods present and potentially …

Food/non-food image classification and food categorization using pre-trained googlenet model

A Singla, L Yuan, T Ebrahimi - … of the 2nd international workshop on …, 2016 - dl.acm.org
Recent past has seen a lot of developments in the field of image-based dietary assessment.
Food image classification and recognition are crucial steps for dietary assessment. In the …

Identification of foods in the breakfast and determination of nutritional facts using deep convolution neural networks

F TARLAK, Ö YÜCEL - Food Science and Technology, 2023 - fst.emnuvens.com.br
Food recognition plays a crucial role in various fields, including healthcare, nutrition, and the
food industry. It involves identifying different types of foods or dishes from images, videos, or …