Dermatologist-level classification of skin cancer with deep neural networks

Article Properties
  • Language
    English
  • Publication Date
    2017/01/25
  • Journal
  • Indian UGC (journal)
  • Refrences
    30
  • Citations
    5,710
  • Andre Esteva
  • Brett Kuprel
  • Roberto A. Novoa
  • Justin Ko
  • Susan M. Swetter
  • Helen M. Blau
  • Sebastian Thrun
Article Updates
Cite
Esteva, Andre, et al. “Dermatologist-Level Classification of Skin Cancer With Deep Neural Networks”. Nature, vol. 542, no. 7639, 2017, pp. 115-8, https://doi.org/10.1038/nature21056.
Esteva, A., Kuprel, B., Novoa, R. A., Ko, J., Swetter, S. M., Blau, H. M., & Thrun, S. (2017). Dermatologist-level classification of skin cancer with deep neural networks. Nature, 542(7639), 115-118. https://doi.org/10.1038/nature21056
Esteva, Andre, Brett Kuprel, Roberto A. Novoa, Justin Ko, Susan M. Swetter, Helen M. Blau, and Sebastian Thrun. “Dermatologist-Level Classification of Skin Cancer With Deep Neural Networks”. Nature 542, no. 7639 (2017): 115-18. https://doi.org/10.1038/nature21056.
Esteva A, Kuprel B, Novoa RA, Ko J, Swetter SM, Blau HM, et al. Dermatologist-level classification of skin cancer with deep neural networks. Nature. 2017;542(7639):115-8.
Refrences
Title Journal Journal Categories Citations Publication Date
Mastering the game of Go with deep neural networks and tree search Nature
  • Science: Science (General)
5,690 2016
Deep learning Nature
  • Science: Science (General)
36,146 2015
Human-level control through deep reinforcement learning Nature
  • Science: Science (General)
9,187 2015
Incidence Estimate of Nonmelanoma Skin Cancer (Keratinocyte Carcinomas) in the US Population, 2012 JAMA Dermatology
  • Medicine
  • Medicine: Dermatology
  • Medicine: Medicine (General)
1,041 2015
ImageNet Large Scale Visual Recognition Challenge International Journal of Computer Vision
  • Science: Mathematics: Instruments and machines: Electronic computers. Computer science
  • Technology: Mechanical engineering and machinery
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
  • Technology: Engineering (General). Civil engineering (General)
12,571 2015
Citations
Title Journal Journal Categories Citations Publication Date
Federated Learning for Decentralized Artificial Intelligence in Melanoma Diagnostics

JAMA Dermatology
  • Medicine
  • Medicine: Dermatology
  • Medicine: Medicine (General)
2 2024
Analyzing Surgical Technique in Diverse Open Surgical Videos With Multitask Machine Learning

JAMA Surgery
  • Medicine: Medicine (General)
  • Medicine: Surgery
  • Medicine: Medicine (General)
2 2024
Self‐Heating Multistage Microneedle Patch for Topical Therapy of Skin Cancer

Advanced Materials
  • Science: Chemistry: General. Including alchemy
  • Science: Chemistry: Physical and theoretical chemistry
  • Technology: Chemical technology
  • Science: Chemistry
  • Science: Physics
  • Science: Physics
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Materials of engineering and construction. Mechanics of materials
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Materials of engineering and construction. Mechanics of materials
2024
Evaluating surgical expertise with AI‐based automated instrument recognition for robotic distal gastrectomy

Annals of Gastroenterological Surgery
  • Medicine: Surgery
  • Medicine: Internal medicine: Specialties of internal medicine: Diseases of the digestive system. Gastroenterology
  • Medicine: Internal medicine: Specialties of internal medicine: Diseases of the digestive system. Gastroenterology
  • Medicine: Internal medicine: Specialties of internal medicine: Diseases of the digestive system. Gastroenterology
  • Medicine: Medicine (General)
2024
AI‐organoid integrated systems for biomedical studies and applications

Bioengineering & Translational Medicine
  • Technology: Chemical technology: Chemical engineering
  • Technology: Chemical technology: Biotechnology
  • Medicine: Therapeutics. Pharmacology
  • Medicine: Therapeutics. Pharmacology
  • Technology: Chemical technology: Biotechnology
  • Medicine: Medicine (General): Medical technology
2024
Citations Analysis
Category Category Repetition
Medicine: Medicine (General)2,080
Science: Mathematics: Instruments and machines: Electronic computers. Computer science911
Medicine: Medicine (General): Medical technology786
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics556
Science: Biology (General)535
Medicine: Medicine (General): Computer applications to medicine. Medical informatics512
Medicine512
Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks486
Medicine: Medicine (General): Medical physics. Medical radiology. Nuclear medicine459
Technology: Engineering (General). Civil engineering (General)433
Science: Science (General): Cybernetics: Information theory399
Science: Science (General)393
Science338
Medicine: Internal medicine: Neoplasms. Tumors. Oncology. Including cancer and carcinogens337
Technology: Mechanical engineering and machinery330
Medicine: Dermatology265
Science: Chemistry257
Medicine: Internal medicine257
Technology: Electrical engineering. Electronics. Nuclear engineering: Telecommunication232
Science: Chemistry: Organic chemistry: Biochemistry221
Technology: Chemical technology218
Science: Physics206
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics: Computer engineering. Computer hardware183
Science: Mathematics: Instruments and machines: Electronic computers. Computer science: Computer software178
Technology: Electrical engineering. Electronics. Nuclear engineering: Materials of engineering and construction. Mechanics of materials164
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry161
Medicine: Public aspects of medicine160
Medicine: Surgery156
Technology: Electrical engineering. Electronics. Nuclear engineering147
Science: Biology (General): Genetics136
Social Sciences117
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the digestive system. Gastroenterology117
Science: Chemistry: General. Including alchemy113
Science: Chemistry: Analytical chemistry110
Technology: Technology (General): Industrial engineering. Management engineering: Information technology107
Science: Physics: Optics. Light101
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the circulatory (Cardiovascular) system101
Science: Biology (General): Cytology94
Technology: Technology (General): Industrial engineering. Management engineering94
Technology: Photography89
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry: Neurology. Diseases of the nervous system84
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the respiratory system80
Science: Physics: Acoustics. Sound79
Technology: Chemical technology: Biotechnology77
Science: Mathematics: Instruments and machines77
Medicine: Therapeutics. Pharmacology77
Medicine: Internal medicine: Special situations and conditions: Industrial medicine. Industrial hygiene74
Medicine: Ophthalmology73
Science: Mathematics63
Medicine: Public aspects of medicine: Toxicology. Poisons59
Geography. Anthropology. Recreation: Environmental sciences56
Medicine: Surgery: Orthopedic surgery51
Medicine: Dentistry47
Medicine: Pathology45
Technology: Environmental technology. Sanitary engineering45
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the genitourinary system. Urology45
Technology: Engineering (General). Civil engineering (General): Applied optics. Photonics44
Science: Chemistry: Physical and theoretical chemistry43
Science: Biology (General): Ecology38
Bibliography. Library science. Information resources37
Medicine: Otorhinolaryngology35
Medicine: Internal medicine: Specialties of internal medicine: Immunologic diseases. Allergy33
Technology: Manufactures: Production management. Operations management33
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry: Neurology. Diseases of the nervous system: Psychiatry33
Science: Microbiology32
Science: Geology32
Bibliography. Library science. Information resources: Information resources (General)32
Medicine: Internal medicine: Special situations and conditions: Sports medicine31
Philosophy. Psychology. Religion: Ethics30
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the blood and blood-forming organs29
Medicine: Internal medicine: Medical emergencies. Critical care. Intensive care. First aid29
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the endocrine glands. Clinical endocrinology28
Medicine: Gynecology and obstetrics25
Philosophy. Psychology. Religion: Philosophy (General)24
Medicine: Pediatrics24
Philosophy. Psychology. Religion: Psychology23
Education: Education (General)21
Social Sciences: Commerce: Business20
Medicine: Internal medicine: Specialties of internal medicine: Nutritional diseases. Deficiency diseases20
Social Sciences: Economic theory. Demography: Economics as a science19
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the musculoskeletal system19
Technology18
Medicine: Internal medicine: Infectious and parasitic diseases18
Agriculture: Plant culture17
Social Sciences: Social history and conditions. Social problems. Social reform16
Medicine: Medicine (General): Medical philosophy. Medical ethics16
Technology: Home economics: Nutrition. Foods and food supply15
Agriculture: Animal culture14
Medicine: Internal medicine: Special situations and conditions14
Geography. Anthropology. Recreation: Recreation. Leisure: Sports13
Agriculture: Agriculture (General)13
Social Sciences: Commerce: Business: Personnel management. Employment management13
Social Sciences: Sociology (General)12
Geography. Anthropology. Recreation: Geography (General)12
Agriculture12
Science: Physics: Atomic physics. Constitution and properties of matter11
Science: Biology (General): Reproduction11
Science: Physiology11
Science: Mathematics: Probabilities. Mathematical statistics11
Medicine: Surgery: Anesthesiology10
Education: Special aspects of education9
Technology: Building construction: Architectural engineering. Structural engineering of buildings9
Technology: Engineering (General). Civil engineering (General): Environmental engineering8
Science: Botany8
Social Sciences: Industries. Land use. Labor: Special industries and trades: Energy industries. Energy policy. Fuel trade8
Technology: Technology (General): Industrial engineering. Management engineering: Applied mathematics. Quantitative methods8
Education7
Science: Astronomy7
Technology: Chemical technology: Food processing and manufacture7
Medicine: Internal medicine: Special situations and conditions: Geriatrics7
Science: Zoology7
Education: Theory and practice of education6
Technology: Mechanical engineering and machinery: Renewable energy sources6
Law6
Medicine: Nursing6
Technology: Engineering (General). Civil engineering (General): Mechanics of engineering. Applied mechanics6
Technology: Manufactures6
Technology: Mining engineering. Metallurgy5
Social Sciences: Commerce: Business: Business communication. Including business report writing, business correspondence5
Social Sciences: Commerce: Business: Marketing. Distribution of products5
Science: Astronomy: Astrophysics5
Technology: Engineering (General). Civil engineering (General): Transportation engineering5
Law: Law in general. Comparative and uniform law. Jurisprudence: Comparative law. International uniform law: Medical legislation5
Science: Physics: Heat: Thermodynamics5
Science: Botany: Plant ecology5
Geography. Anthropology. Recreation: Human ecology. Anthropogeography: Settlements: Cities. Urban geography4
Social Sciences: Communities. Classes. Races: Urban groups. The city. Urban sociology4
Medicine: Internal medicine: Special situations and conditions: Arctic medicine. Tropical medicine4
Political science: Political institutions and public administration (General)4
Science: Natural history (General): Microscopy4
Medicine: Pharmacy and materia medica4
Agriculture: Animal culture: Veterinary medicine4
Technology: Chemical technology: Polymers and polymer manufacture4
Technology: Chemical technology: Chemical engineering4
Language and Literature: Philology. Linguistics: Communication. Mass media4
Medicine: Internal medicine: Specialties of internal medicine3
Science: Human anatomy3
Science: Physics: Electricity and magnetism: Electricity: Plasma physics. Ionized gases3
Technology: Electrical engineering. Electronics. Nuclear engineering: Nuclear engineering. Atomic power3
Technology: Ocean engineering3
Social Sciences: Finance3
Language and Literature: Philology. Linguistics: Communication. Mass media: Oral communication. Speech3
Social Sciences: Industries. Land use. Labor: Management. Industrial management3
Science: Chemistry: Organic chemistry2
Social Sciences: Social sciences (General)2
Science: Physics: Geophysics. Cosmic physics2
Science: Geology: Paleontology2
Medicine: Other systems of medicine2
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry: Neurology. Diseases of the nervous system: Psychiatry: Therapeutics. Psychotherapy2
Science: Science (General): Cybernetics2
Technology: Mechanical engineering and machinery: Control engineering systems. Automatic machinery (General)2
Technology: Technology (General): Industrial engineering. Management engineering: Automation2
Science: Chemistry: Inorganic chemistry2
Technology: Engineering (General). Civil engineering (General): Engineering geology. Rock mechanics. Soil mechanics. Underground construction2
Science: Geology: Petrology2
Science: Geology: Mineralogy2
Geography. Anthropology. Recreation: Oceanography2
Agriculture: Aquaculture. Fisheries. Angling2
Science: Mathematics: Analysis2
Political science2
Science: Physics: Nuclear and particle physics. Atomic energy. Radioactivity2
Geography. Anthropology. Recreation1
Social Sciences: Communities. Classes. Races: Urban groups. The city. Urban sociology: City planning1
Technology: Hydraulic engineering: River, lake, and water-supply engineering (General)1
Science: Biology (General): Evolution1
Social Sciences: Commerce: Business: Accounting. Bookkeeping1
Technology: Technology (General): Industrial engineering. Management engineering: Production capacity. Manufacturing capacity1
Social Sciences: Finance: Insurance1
Law: Law in general. Comparative and uniform law. Jurisprudence: Comparative law. International uniform law: Criminal law and procedure1
Military Science1
Naval Science: Naval architecture. Shipbuilding. Marine engineering1
Naval Science1
Fine Arts: Drawing. Design. Illustration1
Philosophy. Psychology. Religion: Logic1
Agriculture: Forestry1
Law: Law in general. Comparative and uniform law. Jurisprudence1
Political science: Political science (General)1
Science: Physiology: Neurophysiology and neuropsychology1
Technology: Technology (General)1
Social Sciences: The family. Marriage. Woman1
Language and Literature: Philology. Linguistics: Computational linguistics. Natural language processing1
General Works: History of scholarship and learning. The humanities1
The category Medicine: Medicine (General) 2,080 is the most commonly referenced area in studies that cite this article. The first research to cite this article was titled Drawing a Non-Consequentialist Line: Augmenting v. Replacing the Professions with Computer Systems and was published in 2016. The most recent citation comes from a 2024 study titled Calibrating Deep Learning Classifiers for Patient-Independent Electroencephalogram Seizure Forecasting. This article reached its peak citation in 2021, with 1,100 citations. It has been cited in 1,993 different journals, 21% of which are open access. Among related journals, the Scientific Reports cited this research the most, with 195 citations. The chart below illustrates the annual citation trends for this article.
Citations used this article by year