Application of deep learning methods for recognizing and classifying culinary dishes in images

Tvoroshenko, I.; Gorokhovatskyi, V.; Kobylin, O.; Tvoroshenko, A.

Публікація:
Application of deep learning methods for recognizing and classifying culinary dishes in images

dc.contributor.author	Tvoroshenko, I.
dc.contributor.author	Gorokhovatskyi, V.
dc.contributor.author	Kobylin, O.
dc.contributor.author	Tvoroshenko, A.
dc.date.accessioned	2023-09-30T09:11:52Z
dc.date.available	2023-09-30T09:11:52Z
dc.date.issued	2023
dc.description.abstract	The paper deals with the actual tasks of computer vision – recognition and classification of objects in images. Deep learning methods based on neural networks are proposed as an alternative to existing methods. A new approach for effective recognition and classification of culinary dishes in images has been developed, which involves the use of the capabilities of the TensorFlow deep learning library and the features of the Convolutional Neural Network. A software application for recognizing and classifying culinary dishes has been developed. Testing of the proposed tool showed that 7 complete epochs of model training provided 77% accuracy, which is a fairly good result, given that one of the main problems in recognizing culinary dishes is interclass similarity. The prospect of further research is to create subclasses for existing general classes of dishes.
dc.identifier.citation	Application of deep learning methods for recognizing and classifying culinary dishes in images / I. Tvoroshenko, V. Gorokhovatskyi, O. Kobylin, A. Tvoroshenko // International Journal of Academic and Applied Research. – 7(9) – pp. 57-70.
dc.identifier.other	http://ijeais.org/wp-content/uploads/2023/9/IJAAR230908.pdf
dc.identifier.uri	https://openarchive.nure.ua/handle/document/24333
dc.language.iso	en_US
dc.publisher	International Journal of Academic and Applied Research
dc.subject	computer vision
dc.subject	classification
dc.subject	convolutional neural networks (CNN)
dc.subject	deep learning
dc.subject	recognition
dc.title	Application of deep learning methods for recognizing and classifying culinary dishes in images
dc.type	Article
dspace.entity.type	Publication