SNC_Net: Skin Cancer Detection by Integrating Handcrafted and Deep Learning-Based Features Using Dermoscopy Images

The medical sciences are facing a major problem with the auto-detection of disease due to the fast growth in population density. Intelligent systems assist medical professionals in early disease detection and also help to provide consistent treatment that reduces the mortality rate. Skin cancer is c...

Full description

Bibliographic Details
Published in:	Mathematics
Main Authors:	Ahmad Naeem, Tayyaba Anees, Mudassir Khalil, Kiran Zahra, Rizwan Ali Naqvi, Seung-Won Lee
Format:	Article
Language:	English
Published:	MDPI AG 2024-03-01
Subjects:	skin cancer medical image processing deep learning computer-aided diagnosis (CAD) convolutional neural networks (CNNs) diagnostic imaging
Online Access:	https://www.mdpi.com/2227-7390/12/7/1030

Similar Items

SCDNet: A Deep Learning-Based Framework for the Multiclassification of Skin Cancer Using Dermoscopy Images
by: Ahmad Naeem, et al.
Published: (2022-07-01)

Ear Reconstruction Simulation: From Handcrafting to 3D Printing
by: Elisa Mussi, et al.
Published: (2019-02-01)

Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification
by: Gonzalo Iñaki Quintana, et al.
Published: (2023-04-01)

Deep Learning-Based Classification of Abrasion and Ischemic Diabetic Foot Sores Using Camera-Captured Images
by: Mudassir Khalil, et al.
Published: (2023-09-01)

The image segmentation and polyp detection in colonoscopy images using computer aided detection (CAD)
by: Sunitha Gadipe, et al.
Published: (2024-01-01)

What Can We Actually See Using Computer Aided Detection in Mammography?
by: Marina Džoić Dominković, et al.
Published: (2020-01-01)

PCSA: Enhancing CNN Performance With Pyramid Channel and Spatial Attention
by: Yehang Zhang
Published: (2024-01-01)

Pneumonia Image Classification Using DenseNet Architecture
by: Mihai Bundea, et al.
Published: (2024-10-01)

Semantic Segmentation of the Prostate Based on Onefold and Joint Multimodal Medical Images Using YOLOv4 and U-Net
by: Estera Kot, et al.
Published: (2024-10-01)

Artificially intelligent detection of retinal pigment sign using P3S-Net for retinitis pigmentosa analysis
by: Syed Muhammad Ali Imran, et al.
Published: (2025-03-01)

KOC_Net: Impact of the Synthetic Minority Over-Sampling Technique with Deep Learning Models for Classification of Knee Osteoarthritis Using Kellgren–Lawrence X-Ray Grade
by: Syeda Nida Hassan, et al.
Published: (2024-11-01)

EDB-Net: Efficient Dual-Branch Convolutional Transformer Network for Hyperspectral Image Classification
by: Hufeng Guo, et al.
Published: (2025-01-01)

Advancing Content-Based Histopathological Image Retrieval Pre-Processing: A Comparative Analysis of the Effects of Color Normalization Techniques
by: Zahra Tabatabaei, et al.
Published: (2024-03-01)

Classification of Alzheimer’s disease using MRI data based on Deep Learning Techniques
by: Shaymaa E. Sorour, et al.
Published: (2024-02-01)

Computer-Aided Diagnosis in Mammography Using Content-Based Image Retrieval Approaches: Current Status and Future Perspectives
by: Bin Zheng
Published: (2009-06-01)

Multi-Layer Feature Restoration and Projection Model for Unsupervised Anomaly Detection
by: Fuzhen Cai, et al.
Published: (2024-08-01)

Classification and counting of cells in brightfield microscopy images: an application of convolutional neural networks
by: E. K. G. D. Ferreira, et al.
Published: (2024-04-01)

2D and 3D object detection algorithms from images: A Survey
by: Wei Chen, et al.
Published: (2023-09-01)

Analyzing the performances of squash functions in capsnets on complex images
by: Benjamin A. Weyori, et al.
Published: (2023-12-01)

Combining bag of visual words-based features with CNN in image classification
by: Marzouk Marwa A., et al.
Published: (2024-03-01)

LGNet: Local and global representation learning for fast biomedical image segmentation
by: Guoping Xu, et al.
Published: (2023-07-01)

Brain tumor segmentation using neuro-technology enabled intelligence-cascaded U-Net model
by: Haewon Byeon, et al.
Published: (2024-04-01)

Deep learned vectors’ formation using auto-correlation, scaling, and derivations with CNN for complex and huge image retrieval
by: Ahmad Naeem, et al.
Published: (2022-10-01)

Computer-aided diagnosis of breast cancer from mammogram images using deep learning algorithms
by: Emmanuel Gbenga Dada, et al.
Published: (2024-09-01)

DVFNet: A deep feature fusion-based model for the multiclassification of skin cancer utilizing dermoscopy images
by: Ahmad Naeem, et al.
Published: (2024-01-01)

A Survey of Audio Enhancement Algorithms for Music, Speech, Bioacoustics, Biomedical, Industrial, and Environmental Sounds by Image U-Net
by: Sania Gul, et al.
Published: (2023-01-01)

Analyzing the Attractiveness of Food Images Using an Ensemble of Deep Learning Models Trained via Social Media Images
by: Tanyaboon Morinaga, et al.
Published: (2024-05-01)

A brain tumor segmentation enhancement in MRI images using U-Net and transfer learning
by: Amin Pourmahboubi, et al.
Published: (2025-07-01)

Small Object Segmentation Using Dilated Convolutions With Increasing-Decreasing Dilation
by: Ryuhei Hamaguchi, et al.
Published: (2024-01-01)

MLFMNet: A Multilevel Feature Mining Network for Semantic Segmentation on Aerial Images
by: Xinyu Wei, et al.
Published: (2024-01-01)

Development of brain tumor radiogenomic classification using GAN-based augmentation of MRI slices in the newly released gazi brains dataset
by: M.M.Enes Yurtsever, et al.
Published: (2024-10-01)

Wide-Band Color Imagery Restoration for RGB-NIR Single Sensor Images
by: Xavier Soria, et al.
Published: (2018-06-01)

PW-360IQA: Perceptually-Weighted Multichannel CNN for Blind 360-Degree Image Quality Assessment
by: Abderrezzaq Sendjasni, et al.
Published: (2023-04-01)

CapsuleThermNet: A CNN-CapsuleNet Architecture for Early Detection of Suicide Risk in Depressed Patients Using Thermal Facial Imaging
by: Eddy Muntina Dharma, et al.
Published: (2025-01-01)

A Review of Classifications Techniques and computer aided used for Breast Cancer Detection
by: Mohammed Taha, et al.
Published: (2022-09-01)

Optimizing the trainable B-COSFIRE filter for retinal blood vessel segmentation
by: Sufian A. Badawi, et al.
Published: (2018-11-01)

A computer-aided diagnosis system for brain tumors based on artificial intelligence algorithms
by: Tao Chen, et al.
Published: (2023-07-01)

Breast MRI Segmentation by Deep Learning: Key Gaps and Challenges
by: Khadijeh Askaripour, et al.
Published: (2023-01-01)

Image restoration in frequency space using complex-valued CNNs
by: Zafran Hussain Shah, et al.
Published: (2024-09-01)

A Boundary-Enhanced Semantic Segmentation Model for Buildings
by: Wang Fenglei, et al.
Published: (2025-01-01)