Article

A Transfer Learning Approach for Skin Cancer Classification Using Dense CNN Optimized with RAdam and CosineAnnealing

2026-04-09

Abstract excerpt

Skin cancer is one of the most life-threatening diseases in humans, but early and accurate detection can drastically improve patient outcomes. In this work, we present a comprehensive benchmarking and optimization study of stateof-the-art deep learning models for dermatoscopic skin lesions classification. We evaluated multiple CNN architectures, including VGG variants (VGG11, VGG13, VGG16, VGG19), ResNet18, ResNet...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 8e3e0183-ecdd-5ccb-857c-58d4e7642511
DOI: 10.22541/au.177575361.19221342/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A Transfer Learning Approach for Skin Cancer Classification Using Dense CNN Optimized with RAdam and CosineAnnealingDOI 10.22541/au.177575361.19221342/v1Read

Cancer-Net SCa: Tailored Deep Neural Network Designs for Detection of Skin Cancer from Dermoscopy ImagesSemantic proximity Read

Skin Cancer Detection Using Deep Learning Techniques: A ReviewSemantic proximity Read

SkinLiTE: Lightweight Supervised Contrastive Learning Model for Enhanced Skin Lesion Detection and Disease Typification in Dermoscopic ImagesSemantic proximity Read

Development of a Convolutional Neural Network-Based System for Skin Disease ClassificationSemantic proximity Read

Automated Skin Disease Classification Using Fine-Tuned MobileNetV2 Implemented with TensorFlow and KerasSemantic proximity Read

AI-based Skin Cancer Detection Algorithms: Opportunities, Challenges and Way ForwardSemantic proximity Read

Transformer-Aided Skin Cancer Classification Using VGG19-Based Feature EncodingSemantic proximity Read

A Melanoma-Sensitive Deep Learning Model for Multi-Class Skin Cancer Classification Using Dermoscopic ImagesSemantic proximity Read

Improved Skin Cancer Detection with 3D Total Body Photography: Integrating AI Algorithms for Precise DiagnosisSemantic proximity Read

Clinical Application of Vision Transformers for Melanoma Classification: A Multi-Dataset Evaluation StudySemantic proximity Read

CHASHNIt: Enhancing Skin Disease Classificationleveraging GAN-Augmented Hybrid Model withComparative XAI Interpretation Heatmap Using LIMEand SHAP AlgorithmsSemantic proximity Read

Precision in Dermatology: Developing an Optimal Feature Selection Framework for Skin Lesion ClassificationSemantic proximity Read