UGC Approved Journal no 63975(19)

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

Volume 9 Issue 7
July-2022
eISSN: 2349-5162

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

7.95 impact factor calculated by Google scholar

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Published Paper ID:
JETIR2207140


Registration ID:
405603

Page Number

b357-b362

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Title

Breast Cancer Classification using Transfer Learning with Ensemble Method

Abstract

Breast cancer is one of the dreadful diseases that affect women globally. The occurrences of cancerous masses in the breast region are the main cause for women to develop a breast cancer. Early detection of breast mass will increase the survival rate of women. In the proposed work, a model is developed by using the Transfer Learning (TL) with ensemble method for classifying the breast cancer masses (BCM) as Benign or Malignant. The proposed system uses techniques such as VGG19, DenseNet201 which are CNN-based and Inception V3 for recognizing images. TL employs the formerly gained knowledge on the newest model and also solves the problem of building from scratch. The proposed system is applied on the MIAS (Mammography Image Analysis Society) dataset. The evaluation is done based on various performance metrics such as F1-score, accuracy, recall and precision.

Key Words

Breast Cancer masses (BCM), Transfer Learning, Ensemble, VGG1, DenseNet201, Inception V3

Cite This Article

"Breast Cancer Classification using Transfer Learning with Ensemble Method", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 7, page no.b357-b362, July-2022, Available :http://www.jetir.org/papers/JETIR2207140.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

"Breast Cancer Classification using Transfer Learning with Ensemble Method", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.9, Issue 7, page no. ppb357-b362, July-2022, Available at : http://www.jetir.org/papers/JETIR2207140.pdf

Publication Details

Published Paper ID: JETIR2207140
Registration ID: 405603
Published In: Volume 9 | Issue 7 | Year July-2022
DOI (Digital Object Identifier):
Page No: b357-b362
Country: Bengaluru, Karnataka, India .
Area: Science & Technology
ISSN Number: 2349-5162
Publisher: IJ Publication


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