Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts
Haggenmüller, Sarah, Maron, Roman C., Hekler, Achim, Utikal, Jochen S., Barata, Catarina, Barnhill, Raymond L., Beltraminelli, Helmut, Berking, Carola +57 more·2021·European Journal of Cancer
Cited by (267)
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- Advances in Melanoma-Nevus Classification Using Artificially Generated Image Data SetsTitus Josef Brinker · 2023 · JAMA Dermatology
- How is Artificial Intelligence Transforming the Skin Cancer Screening Pathway? An Umbrella ReviewLydia J. Sollis, Arianna Bunnell, Eujin Cho, Mark Lee Willingham Jr., Gabriela Cruz-Mattos, Anson Arii, Christopher Lum, Kevin Cassel, J. Shepherd · 2026 · Research Square
- [Deep learning-based fully automated intelligent and precise diagnosis for melanocytic lesions].Tianlei Shi, Jiayi Zhang, Yongyang Bao, Xin Qiang Gao · 2022 · PubMed Central
- Artificial Intelligence and Malignant Melanoma : A ReviewPeyman Ramezanpour, Shahram Sasani, Shiva Golshahi Rad · 2022 · Journal of Student Research
- Bridging AI development with clinical relevance—A scoping review of skin cancer models since CLEAR Derm. Where to next?Eugene Tan, Minh Ngoc Tran, Marius Rademaker, Frank P. Y. Lin · 2023 · Australasian Journal of Dermatology
- Bat Optimized CNN For Skin Cancer Detection Using Deep Learning ApproachS. Sathish, J. Shanmugapriyan, N. Malathy, K Shruthi · 2023 · International Conference on Energy, Materials and Communication Engineering (ICEMCE)
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- Difference in computer‐assistance effects on human doctor accuracy in diagnosing acral and non‐acral pigmented skin tumorsAkane Minagawa, Hiroshi Koga, Kazuhisa Matsunaga, Akira Hamada, Ryuhei Okuyama · 2024 · The Journal of Dermatology
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- Artificial intelligence in dermatology: opportunities and prospectsА.А. Khryanin, Valentina K. Bocharova · 2024 · Russian Journal of Clinical Dermatology and Venereology
- Epidermal Neoplasm Detection Using Convolutional Neural NetworksCh. Venkata Narayana, Elike. Stella, Yandhrapathi Harshitha Sampath, Darapureddy Dhanush Kumar · 2024 · International Conference for Emerging Technology (INCET)
- Whale Optimized Deep Learning Technique for Accurate Skin Cancer IdentificationSrinivas Dava, A Hariarasi, S. Sathishkumar, S. Kalai Selvi, N. N. Krishna Veni, Shanmugasundaram Sivarajan · 2024 · Communications in computer and information science
- Prediction of the Microinvasion of Melanoma Using Supervised Deep Convolutional Neural NetworksLourdes Durán-López, Juan‐Carlos Hernández‐Rodríguez, Juan Pedro Dominguez-Morales, J Rodríguez · 2024 · Springer Proceedings in Materials
- A Systematic Review on Skin Cancer Classification and Novel Approaches in Deep LearningVunnam Narmada, K. Asish Vardhan · 2025 · Smart innovation, systems and technologies
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- Leveraging Deep Learning for Accurate Classification of Skin Disease ImagesHazem Noori Abdulrazzak, Ahmed, Aya, Goh · 2025 · Al-Noor Journal of Engineering Management and Computer Science
- Skin Cancer Classification with CGAN-Based Data AugmentationBalaji. K., Priya. R · 2025 · International Journal of Latest Technology in Engineering Management & Applied Science
- Skin-VGG16: A Multimodal-Based Approach for Skin Cancer ClassificationNawel Zemmal, Nacer Eddine Benzebouchi, Nabiha Azizi, Rim Chaib · 2025 · Information systems engineering and management
- Considerations on GPT ‐4o and Gemini Flash 2.0 in Acne/RosaceaLien‐Chung Wei, Hsien‐Jane Chiu · 2025 · International Journal of Dermatology
- THE IMPACT OF ARTIFICIAL INTELLIGENCE IN MEDICAL BIOSTATISTICAL STUDIES: ARE THE STATISTICIANS NO LONGER NECESSARY? A LITERATURE REVIEWCristina Gena Dascălu, Norina Consuela Forna, Andrei Georgescu, Claudiu Topoliceanu · 2025 · Romanian Journal of Oral Rehabilitation
- AI-Assisted Automated Two-Staged Patch Test Prediction System Using Vision Transformer ModelJin Ju Lee, Yon Soo Jeong, You Won Choi, Joo Young Roh, Hae Young Choi, So Hyun Ahn, Ji Yeon Byun · 2025 · SSRN Electronic Journal
- Diagnostic accuracy of ChatGPT in dermatology: A meta-analysis of textual versus visual promptsRyan Chen, Dan T. D. Nguyen, Kevin D Fettel, William J. Nahm, Goranit Sakunchotpanit, Sarah S. Lee, Krithika Nayudu, Vinod E. Nambudiri · 2025 · Journal of the American Academy of Dermatology
- Artificial Intelligence: A Tool to Help Cancer Diagnosis, Prognosis, and TreatmentAmene Saghazadeh, Nima Rezaei · 2025 · Springer eBooks
- Performance of a Deep Learning Algorithm for Melanoma Classification Across Diverse Dermoscopic and Tele‐Dermatology DatasetsMarianne Zanchetta, F. Gohard, C. Coltoiu, Sarah Le Naour, M. Le Moigne, V Pham-Huu, N. Cochelin, Edmond Démoulins, Bryan Boule, Thibault Maho et al. · 2025 · JEADV Clinical Practice
- Let’s Talk AI with Psychology Expert Markus LangerMarkus Langer, Barbara Steffen · 2025 · Lecture notes in computer science
- Special Issue on Artificial Intelligence in Dermatology: A Call for Collaborative InnovationHarald Kittler, Philipp Tschandl, Catarina Barata, Zongyuan Ge, Allan C. Halpern, Josep Malvehy, Giuseppe Argenziano · 2025 · Dermatology Practical & Conceptual
- Leveraging AI and ITRS in Drug Discovery for Inflammatory and Cardiovascular DiseasesN. L. Swathi, Allenki Vineesh, Abhilash Sadhankar, Muhammad Muzzamil, A. K. Arun, M. Karpakavalli, Dipanjan Maity, Ancelin Wilfy, J. Anto Musy Bosco, Gaurav Singh Pilkhwal · 2026 · Advances in computational intelligence and robotics book series
- Image enhancements by CLAHE and gamma correction do not improve diagnostic accuracy in teledermoscopy: a retrospective cohort studyHedvig Kristensson, Carolina Nätterdahl, Bertil Persson, Karim Saleh, Johan Kappelin, Teo Helkkula, Fredrik Nils Johan Johansson, Johan Palmgren, Jan Lapins, Niki Rados et al. · 2026 · Archives of Dermatological Research
- Enhancing trust and agency: integrating citizen perspectives into AI-assisted shared decision-making in medicinePaula Ziethmann, Fabian Stieler, Stefanie Kranz Walter, Dennis Hartmann, Bernhard Bauer, Kerstin Schlögl-Flierl · 2026 · AI & Society
- An Optimized Framework for Accurate Skin Cancer ClassificationParthasarathy M, Manojkumar B, Pavithra M, Ajitha C · 2025 · International Conference on Signal Processing, Computation, Electronics, Power and Telecommunication (IConSCEPT)
- A Deep Learning Approach Using Dermoscopy Images for Classification and Diagnosis of Skin DiseasesSambhavi Gupta, Ishitaa Chugh, Lakshita Aggarwal, Arushi Rawat · 2026 · Lecture notes in electrical engineering
- Ethical Considerations and Challenges in AI DermatologyGizem Kaya, Amir Seyyedabbasi · 2026 · Studies in computational intelligence
- Can Artificial Intelligence Match Dermoscopy in Melanoma Detection? Evidence from a Systematic Review and Meta-analysis of Pigmented Skin LesionsHailing Tang, Yaxi Zhu, Ming Diao · 2026 · medRxiv
- A Novel Integration of Multimodal Strategies and Ensemble Learning to Enhance Reliability in Early Skin Cancer DetectionMedha Choudhry · 2026 · IEEE International Conference on Computing and Machine Intelligence (ICMI)
- A Holistic Approach to Multi-Modal Skin Lesion Diagnosis Supported by Statistical and Explainability-Based Investigation of ArtifactsJakub Buler, Rafał Buler, Krystian Paweł Brzozowski, Maria Anna Ferlin, Maciej Bobowicz, Michał Grochowski · 2026 · Journal of Artificial Intelligence and Soft Computing Research
- Synthesizing 9,310 Publications Through Natural Language Processing and the Decade-Long Transformation of Artificial Intelligence in DermatologyOrhan Şen · 2026 · Current Research in Health Sciences
- A Systematic Review of Enhanced Deep Convolutional Neural Network Techniques for Skin Cancer ClassificationQaedah Ali Mahdi, Abdul Rahman Al-Salehi · 2026 · Lecture notes in networks and systems
- Hybrid Deep Learning Framework with Attention-based Feature Fusion for Multi-Class Skin Disease Classification using Clinical ImagesT. Deepa, Dr.J.Jayanthi · 2026 · International conference Computer Networks and Inventive Communication Technologies
- Optimized Transfer Learning CNN Models for Accurate Skin Cancer ClassificationSuraj Singh, Kunwar Singh Vaisla · 2026 · International Conference on AI, Data Science, Cyber Security and Smart Manufacturing for Sustainable Development (ICADCS)
- Multimodal Machine Learning Method for Early Identification of Skin DiseasesSaida Abdrakhmanova, Gulzhan Soltan, Temirlan Karibekov · 2026 · IEEE International Conference on Smart Information Systems and Technologies (SIST)
- Artificial intelligence vs. dermoscopy for malignancy risk stratification of pigmented skin lesions: a systematic review and meta-analysis for public healthMing Diao, Yaxi Zhu, Hailing Tang · 2026 · Frontiers in Medicine
- Dermoscopy-Based AI Risk Scoring Enhanced Experienced Dermatologists’ Decision-Making: a Large Retrospective Reader StudyLaudine Janssen, Sofie Van Kelst, Heleen Cokelaere, Julie Terrasson, Julie De Smedt, Alexandre Bohyn, Bart Diricx, Jonas De Vylder, Tom R. L. Kimpe, Jorien Papeleu et al. · 2026 · Dermatology Practical & Conceptual
- Digital Pathology in Dermatology – Current Status, Applications and PerspectivesCornelia S. L. Müller, Torsten Hansen · 2026 · JDDG Journal der Deutschen Dermatologischen Gesellschaft
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- Clinical Metadata and Semantic Explanation-Guided Multimodal Deep Learning for Skin Lesion RecognitionHangyu Chen, Jian Sun, Jinbang Zhang · 2026 · Research Square
- Performance of the ‘DermDx’ algorithm in triaging suspected skin cancers: results of the AI-SCSS studyAlexander D G Anderson, Hannah Morgan, Neha Kasaravalli, Pascale Guitera, James Jurkiewicz, Majid Razmara, Maryam Sadeghi · 2026 · Skin Health and Disease
- The Cost of Fairness: Clinical Trade-Offs of Age-Based Bias Mitigation in Melanoma AIAchchjuthan S., Shambavi T., Tharmmendra Tharmakulasingam, Anjalie Gamage · 2026 · International Conference on Machine Learning Technologies (ICMLT)
- Skin Lesion Classification Using Transfer Learning with Lightweight CNN for Edge DeploymentBeyonce Paul, Nived Damodaran, Rajalakshmi VR · 2026 · International Conference on Smart Communication and Sustainable Technologies (ICSCST)
- Personalized Federated Learning for Distributed Health SystemsÖmer Algorabi · 2026 · Advances in computational intelligence and robotics book series
- Hybrid CNN-ViT with Multi-Perspective Explainable AI for Classifying Visually Similar Skin DiseasesMuhammad Azmi, Putu Harry Gunawan · 2026 · IEEE International Conference on Artificial Intelligence and Mechatronics Systems (AIMS)
- MetaBayes ‐ SkinNet : A Lightweight Multimodal Framework With Meta‐Aware Bayesian‐Optimized Augmentation for Multiclass Skin Lesion ClassificationQusay Saihood, Emrullah Sonuç, Yusuf Yargı Baydi̇lli̇ · 2026 · International Journal of Imaging Systems and Technology