An internet of health things‐driven deep learning framework for detection and classification of skin cancer using transfer learning

A Khamparia, PK Singh, P Rani… - Transactions on …, 2021 - Wiley Online Library
… , the occurrence of skin cancer has been growing over the … skin cancers and 132 000
melanoma skin cancers arise worldwide annually. The detection and classification of skin cancer in …

A convolutional neural network framework for accurate skin cancer detection

K Thurnhofer-Hemsi, E Domínguez - Neural Processing Letters, 2021 - Springer
… difficulties to develop a reliable automatic classification system. This paper presents a deep
learning framework for skin cancer detection. Transfer learning was applied to five state-of-…

Deep learning-based transfer learning for classification of skin cancer

S Jain, U Singhania, B Tripathy, EA Nasr, MK Aboudaif… - Sensors, 2021 - mdpi.com
learning concepts [5], we can classify skin cancer … , basal cell carcinoma, actinic keratosis,
vascular lesions, and dermatofibroma. Generally, a dermatologist specializing in skin cancer

Dermatologist level dermoscopy skin cancer classification using different deep learning convolutional neural networks algorithms

A Rezvantalab, H Safigholi, S Karimijeshni - arXiv preprint arXiv …, 2018 - arxiv.org
… In this paper to classify skin cancer images, we utilized 4 deep convolutional neural networks
pre-trained on ImageNet [46] using TensorFlow [47] which is a deep learning framework

Skin cancer classification with deep learning: a systematic review

Y Wu, B Chen, A Zeng, D Pan, R Wang… - Frontiers in …, 2022 - frontiersin.org
… use of deep learning methods in skin cancer classification. We … of typical CNN frameworks
in skin cancer classification, then … deep learning frameworks that have been validated for skin

Machine learning and deep learning algorithms for skin cancer classification from dermoscopic images

S Bechelli, J Delhommelle - Bioengineering, 2022 - mdpi.com
types of skin cancers and the resulting images [11]. In recent years, work based on machine
learning (ML) and deep learning (… the skin lesion, eg, size and shape, to classify skin cancer

The development of a skin cancer classification system for pigmented skin lesions using deep learning

S Jinnai, N Yamazaki, Y Hirano, Y Sugawara, Y Ohe… - Biomolecules, 2020 - mdpi.com
skin lesions and evaluating the accuracy of the system to classify skin cancer, such as MM
and basal cell carcinoma (… endpoints according to the type of skin tumor to be targeted, as well …

Deep learning-based algorithm for skin cancer classification

MA Ismail, N Hameed, J Clos - … of International Conference on Trends in …, 2021 - Springer
… This paper proposes a classification framework using the innovations made in deep learning
networks and the transfer learning technique for classifying images of skin lesions. In image …

[HTML][HTML] An enhanced technique of skin cancer classification using deep convolutional neural network with transfer learning models

MS Ali, MS Miah, J Haque, MM Rahman… - Machine Learning with …, 2021 - Elsevier
… Our dataset is simply a collection of different types of skin cancer images. To apply DL
approaches it is necessary a large amount of data that makes a good result. However, the …

Region extraction and classification of skin cancer: A heterogeneous framework of deep CNN features fusion and reduction

T Saba, MA Khan, A Rehman… - Journal of medical …, 2019 - Springer
Skin cancer has two types: melanoma and non-melanoma. More than 87,000 melanomas
skin cancer and begins in pigment cells. Approximately 75% of deaths related to skin cancer