Image Classification with Transfer Learning Using a Convolutional Neural Network

Merjem Bajramović; Emir Žunić

doi:10.1109/infoteh57020.2023.10094197

ScienceGate Book Chapters

JOURNAL ARTICLE

Image Classification with Transfer Learning Using a Convolutional Neural Network

Merjem Bajramović Emir Žunić

Year: 2023 Pages: 1-5

DOI: 10.1109/infoteh57020.2023.10094197

Get Full-Text PDF Get Analytical Report

Abstract

Paper covers image classification using the Keras API in TensorFlow. The dataset used is a set of labelled images consisting of characters from the Pokémon media franchise. In order to artificially generate additional data, the process of data augmentation has been applied on the initial dataset to reduce overfitting. A comparison between DenseNet-121, DenseNet-169 and DenseNet-201 has been made to observe which of the models scores a greater accuracy. A Graphics Processing Unit (GPU) has been set up to work with TensorFlow in order to efficiently train the model.

Keywords:

Overfitting Computer science Convolutional neural network Artificial intelligence Pattern recognition (psychology) Transfer of learning Graphics processing unit Data set Set (abstract data type) Contextual image classification Process (computing) Graphics Image (mathematics) Machine learning Artificial neural network Computer vision Computer graphics (images)

Metrics

Cited By

0.36

FWCI (Field Weighted Citation Impact)

Refs

0.50

Citation Normalized Percentile

Is in top 1%

Is in top 10%

Citation History

Topics

Advanced Neural Network Applications

Physical Sciences → Computer Science → Computer Vision and Pattern Recognition

Advanced Image and Video Retrieval Techniques

Physical Sciences → Computer Science → Computer Vision and Pattern Recognition

Smart Agriculture and AI

Life Sciences → Agricultural and Biological Sciences → Plant Science

Image Classification with Transfer Learning Using a Convolutional Neural Network

Abstract

Metrics

Citation History

Topics

Related Documents

Kidney image classification using transfer learning with convolutional neural network

Weather image classification using convolutional neural network with transfer learning

Kidney image classification using transfer learning with convolutional neural network

Bird Image Classification using Convolutional Neural Network Transfer Learning Architectures

Transfer learning for hyperspectral image classification using convolutional neural network