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. 2022 Jul 13;12:893972. doi: 10.3389/fonc.2022.893972

Table 1.

A summary of the current review related to skin cancer classification.

Ref. Title Venue Remarks
(32) Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review Journal of Medical Internet Research This study presents a detailed overview of studies on using CNNs to classify skin lesions.
(31) Techniques and algorithms for computer aided diagnosis of pigmented skin lesions—A review Biomedical Signal Processing and Control This paper gives a review of the recent developments in skin lesion classification using dermoscopic images.
(33) Classification of Skin cancer using deep learning, Convolutional Neural Networks -Opportunities and vulnerabilities-A systematic Review International Journal for Modern Trends in Science and Technology This article reviews the development of deep learning for skin cancer classification tasks.
(34) Machine Learning in Dermatology: Current Applications, Opportunities, and Limitations Dermatology and Therapy volume This paper reviews the fundamentals of machine learning and its wide range of applications in dermatology.
(12) Artificial intelligence-based image classification methods for diagnosis of skin cancer: Challenges and opportunities Computers in Biology and Medicine This review discusses the developments in AI-based methods for skin cancer diagnosis, as well as challenges and future directions to enhance them.
(35) Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts European Journal of Cancer This paper analyses studies comparing AI–based skin cancer classifiers with dermatologists.
(37) Skin Cancer Detection: A Review Using Deep Learning Techniques International Journal of Environmental Research and Public Health This paper provides a review of deep learning-based methods for early diagnosis of skin cancer.
(36) Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review Journal of Medical Internet Research This review summarizes the latest CNN-based methods in skin lesion classification by utilizing image data and patient data.
(28) Skin disease diagnosis with deep learning: A review Neurocomputing This paper analyses several deep learning algorithms for diagnosing skin diseases from a variety of perspectives based on the challenges at hand.