INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
The increasing mortality rate attributed to brain tumors, characterized by abnormal clusters of rapidly dividing cells in or around the brain, poses a growing concern. Early detection significantly improves survival prospects, underscoring the necessity of tools with automated assistance for prompt diagnosis. Magnetic resonance (MR) images play a crucial role in detecting brain tumors, with various deep learning algorithms like VGG19 and EfficientNetB0 being utilized. To capitalize on the strengths of these algorithms, a Fusion Model is employed, amalgamating their respective capabilities. This fusion model underwent testing on a challenging dataset comprising 7,023 MRI brain tumor images, yielding impressive results. It demonstrated 100% accuracy during training and 99% during testing, highlighting its efficacy in enhancing CNN performance for image classification on the Kaggle dataset Br35H.
Keywords:
Fusion, Transfer learning, EfficientNetB0, VGG16.
Cite Article:
"Automated Brain Tumor Classification using Fusion Model of VGG19 – EfficientNetB0 ", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 3, page no.g524-g531, March-2024, Available :http://www.ijnrd.org/papers/IJNRD2403665.pdf
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ISSN:
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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