UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 10 Issue 3
March-2023
eISSN: 2349-5162

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

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Published Paper ID:
JETIR2303807


Registration ID:
510944

Page Number

i41-i46

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Title

Classification of Diabetic Foot Ulcer using EfficientNet B0

Abstract

The development of open wounds on the feet of people with diabetes, known as diabetic foot ulcers (DFUs), is a frequent complication of the disease. Excess delay of treatment may lead to the risk of foot amputation. The traditional practice of medication of DFUs which includes CT Scan X-Ray or MRI Scan may provide inaccurate, delayed results and high cost of treatment. This paper proposes a model to classify the DFUs as normal skin(unaffected skin) and abnormal skin(DFU affected skin) using Deep Leaning techniques. An extensive dataset images of foot of different patients is considered and convolution neural network(CNN) architecture EfficientNet is used to uniformly scale the depth width resolution of the image with compound coefficient EfficientNet gives more accurate and faster results compared to other convolutional neural networks. The proposed model achieved more accurate results for the given image dataset.

Key Words

Diabetic Foot Ulcer, Neural Networks, EfficientNet B0, Deep Learning.

Cite This Article

"Classification of Diabetic Foot Ulcer using EfficientNet B0", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 3, page no.i41-i46, March-2023, Available :http://www.jetir.org/papers/JETIR2303807.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

"Classification of Diabetic Foot Ulcer using EfficientNet B0", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 3, page no. ppi41-i46, March-2023, Available at : http://www.jetir.org/papers/JETIR2303807.pdf

Publication Details

Published Paper ID: JETIR2303807
Registration ID: 510944
Published In: Volume 10 | Issue 3 | Year March-2023
DOI (Digital Object Identifier):
Page No: i41-i46
Country: Rajam, Andhra Pradesh, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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