Classifying Chicken-Made Food Images Using Enhanced MobilNetV2

Abdulaziz Anorboev, Javokhir Musaev, Sarvinoz Anorboeva, Jeongkyu Hong, Ngoc Thanh Nguyen, Yeong Seok Seo, Dosam Hwang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We focused on the development of a classification model for Chicken food images using convolutional neural networks (CNNs) for diet management apps. While previous studies have proposed methods for classifying food images in specific countries, little research has been done on Chicken food image classification. To address this gap, we collected images from various platforms and search engines and evaluated the proposed model’s performance using a Chicken food image dataset. The results showed that transfer learning can be used to achieve successful classification, but the model’s performance varied depending on the type of food being classified. Thus, further research is necessary to improve the accuracy of the model for specific food types. This study has implications for the training process of the classification model and the public Chicken food image dataset, which can be useful for future studies aiming to enhance the model’s performance.

Original languageEnglish
Title of host publicationAdvances in Computational Collective Intelligence - 15th International Conference, ICCCI 2023, Proceedings
EditorsNgoc Thanh Nguyen, Adrianna Kozierkiewicz, Ngoc Thanh Nguyen, János Botzheim, László Gulyás, Manuel Nunez, Jan Treur, Gottfried Vossen
PublisherSpringer Science and Business Media Deutschland GmbH
Pages175-188
Number of pages14
ISBN (Print)9783031417733
DOIs
StatePublished - 2023
Event15th International Conference on Computational Collective Intelligence , ICCCI 2023 - Budapest, Hungary
Duration: 27 Sep 202329 Sep 2023

Publication series

NameCommunications in Computer and Information Science
Volume1864 CCIS
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference15th International Conference on Computational Collective Intelligence , ICCCI 2023
Country/TerritoryHungary
CityBudapest
Period27/09/2329/09/23

Keywords

  • Deep Learning
  • Image Classification
  • Transfer Learning

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