@article{ART003259747},
author={Muhammad Danish Ali and In-Chul Han and KIM, SOO KYUN},
title={Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2025},
volume={11},
number={5},
pages={26}
TY - JOUR
AU - Muhammad Danish Ali
AU - In-Chul Han
AU - KIM, SOO KYUN
TI - Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework
JO - Journal of Internet of Things and Convergence
PY - 2025
VL - 11
IS - 5
PB - The Korea Internet of Things Society
SP - 26
EP -
SN - 2466-0078
AB - Melanoma and non-melanoma skin cancers are among the most common types of skin cancer, with millions of new cases reported worldwide each year. Skin cancer arises from the uncontrolled proliferation of skin cells caused by DNA damage due to UV radiation exposure. Early detection enables high recovery rates, whereas late detection may lead to malignant tumor growth and make treatment more difficult. This study proposes the Dual Vision Partial Attention Channel (DV-PAC), a multi convolutional neural network framework that combines the strengths of ResNet-50 and VGG-19. The proposed model enhances feature representation and improves classification accuracy through a partial attention mechanism. The performance of the model is evaluated using the HAM10000 dataset, a widely used benchmark for dermoscopic image analysis.
KW - Artificial Intelligence (AI);Advanced Dual Partial Deep Learning Framework;Convolutional Neural Networks;Computer Aided Diagnosis;Binary Classification
DO -
UR -
ER -
Muhammad Danish Ali, In-Chul Han and KIM, SOO KYUN. (2025). Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework. Journal of Internet of Things and Convergence, 11(5), 26.
Muhammad Danish Ali, In-Chul Han and KIM, SOO KYUN. 2025, "Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework", Journal of Internet of Things and Convergence, vol.11, no.5 26.
Muhammad Danish Ali, In-Chul Han, KIM, SOO KYUN "Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework" Journal of Internet of Things and Convergence 11.5 26 (2025) : 26.
Muhammad Danish Ali, In-Chul Han, KIM, SOO KYUN. Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework. 2025; 11(5), 26.
Muhammad Danish Ali, In-Chul Han and KIM, SOO KYUN. "Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework" Journal of Internet of Things and Convergence 11, no.5 (2025) : 26.
Muhammad Danish Ali; In-Chul Han; KIM, SOO KYUN. Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework. Journal of Internet of Things and Convergence, 11(5), 26.
Muhammad Danish Ali; In-Chul Han; KIM, SOO KYUN. Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework. Journal of Internet of Things and Convergence. 2025; 11(5) 26.
Muhammad Danish Ali, In-Chul Han, KIM, SOO KYUN. Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework. 2025; 11(5), 26.
Muhammad Danish Ali, In-Chul Han and KIM, SOO KYUN. "Advanced Skin Cancer Detection Using Dual Partial Attention Aware Multiple Convolutional Framework" Journal of Internet of Things and Convergence 11, no.5 (2025) : 26.
