Paper Title

Early-Stage Brain Tumor Prediction and Classification Using CNN and Machine Learning Techniques.

Authors

Sumit Ghosh Roy

Keywords

Brain Tumor Prediction, Brain Tumor Detection , Artificial Intelligence (AI) , Convolution Neural Network (CNN) , Machine Learning ,Magnetic Resonance Imaging (MRI).

Abstract

Brain tumors are among the most serious neurological disorders, requiring early and accurate diagnosis for effective treatment. This research proposes an AI-based brain tumor prediction system using a Convolutional Neural Network (CNN) to automatically classify MRI brain images as tumor or non-tumor. The CNN model extracts spatial features from MRI scans and learns complex patterns associated with tumor growth. Experimental results demonstrate high accuracy, precision, recall, and F1-score, making the proposed system a reliable tool for assisting radiologists in early diagnosis.

How To Cite

"Early-Stage Brain Tumor Prediction and Classification Using CNN and Machine Learning Techniques.", JETNR - JOURNAL OF EMERGING TRENDS AND NOVEL RESEARCH (www.JETNR.org), ISSN:2984-9276, Vol.4, Issue 6, page no.a940-a963, June-2026, Available :https://rjpn.org/JETNR/papers/JETNR2606118.pdf

Issue

Volume 4 Issue 6, June-2026

Pages : a940-a963

Other Publication Details

Paper Reg. ID: JETNR_235120

Published Paper Id: JETNR2606118

Downloads: 00069

Research Area: Science and Technology

Country: Darjeeling, West Bengal, India

Published Paper PDF: https://rjpn.org/JETNR/papers/JETNR2606118

Published Paper URL: https://rjpn.org/JETNR/viewpaperforall?paper=JETNR2606118

About Publisher

ISSN: 2984-9276 | IMPACT FACTOR: 9.87 Calculated By Google Scholar | ESTD YEAR: 2023

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 9.87 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: RJPN (IJPublication) Janvi Wave

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