UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
Call for Paper
Volume 11 | Issue 7 | July 2024

JETIREXPLORE- Search Thousands of research papers



WhatsApp Contact
Click Here

Published in:

Volume 11 Issue 6
June-2024
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

7.95 impact factor calculated by Google scholar

Unique Identifier

Published Paper ID:
JETIR2406064


Registration ID:
542308

Page Number

a522-a529

Share This Article


Jetir RMS

Title

IDENTIFICATION OF PLANTS USING CONVOLUTIONAL NEURAL NETWORKS

Abstract

We use deep convolutional neural networks to identify the plant species captured in a photograph and evaluate different factors affecting the performance of these networks. We use powerful deep learning architecture, namely MOBILENETV2, are used for this purpose. Transfer learning is used to fine-tune the pre-trained models, using the plant task datasets of MEDICINAL PALNT. To decrease the chance of overfitting, data augmentation techniques are applied based on image transforms such as rotation, translation, reflection, and scaling. Furthermore, the networks parameters are adjusted and different classifiers are fused to improve overall performance. Our best combined system has achieved an overall accuracy of 90%.

Key Words

Image Identification, Deep Learning, CNN Variants, Medicinal Leaf Dataset

Cite This Article

"IDENTIFICATION OF PLANTS USING CONVOLUTIONAL NEURAL NETWORKS", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 6, page no.a522-a529, June-2024, Available :http://www.jetir.org/papers/JETIR2406064.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"IDENTIFICATION OF PLANTS USING CONVOLUTIONAL NEURAL NETWORKS", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.11, Issue 6, page no. ppa522-a529, June-2024, Available at : http://www.jetir.org/papers/JETIR2406064.pdf

Publication Details

Published Paper ID: JETIR2406064
Registration ID: 542308
Published In: Volume 11 | Issue 6 | Year June-2024
DOI (Digital Object Identifier):
Page No: a522-a529
Country: Guntur, Andhra Pradesh, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


Preview This Article


Downlaod

Click here for Article Preview

Download PDF

Downloads

00028

Print This Page

Current Call For Paper

Jetir RMS