Natarajan, K. and Vinod Kumar, D and Murali, G. and Arunkumar Madhuvappan, C and Kannan, S. and Mathesh, M
(2024)
Enhancing Skin Cancer Diagnosis with Ensemble Deep Convolutional Neural Networks: A Multi-Model Optimization Approach.
In: UNSPECIFIED.
Full text not available from this repository.
Abstract
This study focuses about the identification and classification of skin cancer. It involves the use of datasets that contain images with labels and classes. The research utilizes pre-trained convolutional neural network (CNN) models, as well as integrated models. Skin cancer, a neoplastic disorder, is commonly observed on sun-exposed skin due to the proliferation of aberrant skin cells. The three most common types of skin cancer are melanoma, basal cell carcinoma, and squamous cell carcinoma. As per the American Cancer Society, it is projected that the United States will witness 99,780 fresh cases of melanoma in the year 2022. Basal cell carcinoma constitutes more than 80% of all cases of skin cancer, rendering it the predominant type. The study utilizes deep Convolutional Neural Network (CNN) models including VGG19, Xception, VGG16, InceptionV3, and ResNet50. These models are trained using image inputs that are resized to 224 x 224 pixels. The results of the segmentation algorithm can be evaluated using a combination of computational tools and clinical characteristics to accurately detect and categorize skin cancer. © 2024 Elsevier B.V., All rights reserved.
| Item Type: |
Conference or Workshop Item
(Paper)
|
| Subjects: |
Computer Science > Computer Science Computer Science > Computer Science Applications Computer Science > Human-Computer Interaction Computer Science > Information Systems Computer Science > Computer Vision and Pattern Recognition |
| Divisions: |
Nursing > Vinayaka Mission's Annapoorna College of Nursing, Salem Medicine > Vinayaka Mission's Medical College and Hospital, Karaikal Nursing > Vinayaka Mission's College of Nursing, Karaikal Nursing > Vinayaka Mission's College of Nursing, Puducherry Pharmacy > Vinayaka Mission’s College of Pharmacy, Salem Physiotherapy > Vinayaka Mission's College of Physiotherapy, Salem Homoeopathy > Vinayaka Mission's Homoeopathic Medical College and Hospital, Salem Medicine > Vinayaka Mission's Kirupananda Variyar Medical College and Hospital, Salem Arts and Science > Vinayaka Mission's Kirupananda Variyar Arts and Science College, Salem, India Engineering and Technology > Vinayaka Mission's Kirupananda Variyar Engineering College, Salem, India Law > Vinayaka Mission's Law School, Chennai Medicine > Vinayaka Mission's Medical College, Kottucherry Medicine > Vinayaka Mission's Medical College, Puducherry Physical Education > Vinayaka Mission's College of Physical Education, Salem Interdisciplinary Studies > Vinayaka Mission's School of Health Systems, Chennai Dentistry > Vinayaka Mission‘s Sankarachariyar Dental College, Salem Liberal Arts > Vinayaka Mission's School of Economics and Public Policy, Chennai |
| Depositing User: |
Unnamed user with email techsupport@mosys.org
|
| Last Modified: |
27 Nov 2025 06:48 |
| URI: |
https://ir.vmrfdu.edu.in/id/eprint/1834 |
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