Deep Learning Approaches for Image Recognition and Classification

• Author(s): Dr. Parin Somani
• Paper ID: 1704997
• Page: 417-425
• Published Date: 30-08-2023
• Published In: Iconic Research And Engineering Journals
• Publisher: IRE Journals
• e-ISSN: 2456-8880
• Volume/Issue: Volume 7 Issue 2 August-2023

Abstract

Picture processing, computer vision, and machine learning all have their own unique approaches to solving the age-old issue of picture categorization. In this research, we investigate the use of deep learning to classify images. For this, we make use of the Alex Net architecture in conjunction with convolution neural networks. For the purpose of categorization, the Image Net database provides the choice of four photos to use as test cases. In addition to carrying out studies, we cropped the photos to isolate different part locations. The findings demonstrate that Alex Net's deep learning-based picture categorization method produces accurate results. Women Deep learning is a subfield of machine learning that has seen increasing use in recent years. Depending on the kind of learning being done, many methodologies, such as unsupervised, semi-supervised, and supervised learning, have been presented as possible solutions. In the areas of image processing, computer vision, and pattern recognition, the deep learning systems performed far better than their more traditional machine learning counterparts, as shown by a number of the experimental findings. This article offers a concise summary of the Deep Learning field, starting with Deep Neural Networks (DNN). The Convolution Neural Network (CNN) and its designs are the next topic to be discussed in this study. Some examples of CNN architectures are LeNet, AlexNet, GoogleNet, VGG16, VGG19, Resnet50, and others. Transfer learning has been included into the CNN via the use of its pre-trained architectures. These designs are evaluated using significant amounts of data from ImageNet.

Keywords

Deep Learning, Image Recognition

Citations

IRE Journals:
Dr. Parin Somani "Deep Learning Approaches for Image Recognition and Classification" Iconic Research And Engineering Journals Volume 7 Issue 2 2023 Page 417-425

IEEE:
Dr. Parin Somani "Deep Learning Approaches for Image Recognition and Classification" Iconic Research And Engineering Journals, 7(2)