A Comparative Study on Tongue Tumor Detection and Classification Using Neuro Dynamic Ensemble Fusion Classifier

S. Preethi, K. Raju, Rajalakshmi D., P. Venkata Subba Reddy, Shaik Taher, Sannapu Deepak

2025

Abstract

Recently, the deep learning technique plays a vital role in health care industries to classify and diagnose any disease at early stage. By applying deep learning algorithms, the diseases such as heart disease, brain tumor, lung disorder, and several other deadly diseases has been early diagnosed. This promising technique endlessly extends its viability in detecting oral cancer. This life threating tumor can forms on any region of the mouth namely uvula, tonsil, gum, palate and cheeks. As mouth has been the crucial part in our body, because it performing functions such as eating, sleeping and breathing. Hence, early detection and diagnosing of oral cancer is mandatory. If it is not treated, this disease endangers the life of humans. Earlier the traditional convolutional neural networks were used for diagnosing oral cancer. But the advancement of information technology brings development in neural networks. This study proposes a novel Neuro dynamic ensemble fusion (NDEF) classifier to enhance the detection of oral cancer at earliest. The proposed model is tested on the publically accessible oral cancer dataset and comparing its performance with other classifiers including a hybrid RCNN and ResNet—50, VGG16, and U-Net. This proposed classifier exhibits higher accuracy of 96.27%, precision and recall of 96% and 94%, respectively. The NDEF has obtained promising results and accurately detected the affected regions as well.

Paper Citation

in Harvard Style

Preethi S., Raju K., D. R., Reddy P., Taher S. and Deepak S. (2025). A Comparative Study on Tongue Tumor Detection and Classification Using Neuro Dynamic Ensemble Fusion Classifier. In Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - Volume 1: ICRDICCT`25; ISBN 978-989-758-777-1, SciTePress, pages 880-887. DOI: 10.5220/0013875000004919

in Bibtex Style

@conference{icrdicct`2525,
author={S. Preethi and K. Raju and Rajalakshmi D. and P. Reddy and Shaik Taher and Sannapu Deepak},
title={A Comparative Study on Tongue Tumor Detection and Classification Using Neuro Dynamic Ensemble Fusion Classifier},
booktitle={Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - Volume 1: ICRDICCT`25},
year={2025},
pages={880-887},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013875000004919},
isbn={978-989-758-777-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - Volume 1: ICRDICCT`25
TI - A Comparative Study on Tongue Tumor Detection and Classification Using Neuro Dynamic Ensemble Fusion Classifier
SN - 978-989-758-777-1
AU - Preethi S.
AU - Raju K.
AU - D. R.
AU - Reddy P.
AU - Taher S.
AU - Deepak S.
PY - 2025
SP - 880
EP - 887
DO - 10.5220/0013875000004919
PB - SciTePress