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Recent advances in computer vision and deep learning have led to breakthroughs in the development of automated skin image analysis.
Editorial: Digital imaging in dermatology
William V. Stoecker and Randy H. Moss · 1992
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Racial and ethnic variations in incidence and survival of cutaneous melanoma in the United States, 1999-2006
Xiao-Cheng Wu, Melody J. Eide, Jessica King, Mona Saraiya, Youjie Huang, Charles Wiggins, Jill S. Barnholtz-Sloan, Nicolle Martin, Vilma Cokkinides, Jacqueline Miller, Pragna Patel, Donatus U. Ekwueme, and Julian Kim · 2011
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Computerized analysis of pigmented skin lesions: A review
Konstantin Korotkov and Rafael Garcia · 2012
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Dermatologic conditions in skin of color: Part i. special considerations for common skin disorders
Roopal V. Kundu and Stavonnie Patterson · 2013
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Accuracy of self-report in assessing Fitzpatrick skin phototypes I through VI
Steven Eilers, Daniel Q. Bach, Rikki Gaber, Hanz Blatt, Yanina Guevara, Katie Nitsche, Roopal V. Kundu, and June K. Robinson · 2013
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US skin cancer costs rise from 2002 through 2011
Centers for Disease Control and Prevention · 2014
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Screening for acral lentiginous melanoma in dark-skinned individuals
Michael A. Marchetti, Esther Chung, and Allan C. Halpern · 2015
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Skin cancer: An African perspective
M. Gohara · 2015
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Accurate and scalable system for automatic detection of malignant melanoma
Mani Abedini, Qiang Chen, Noel Codella, Rahil Garnavi, Xingzhi Sun, M. Emre Celebi, Teresa Mendonca, and Jorge S. Marques · 2015
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Fitzpatrick skin type, individual typology angle, and melanin index in an African population
Marcus Wilkes, Caradee Y. Wright, Johan L. du Plessis, and Anthony Reeder · 2015
Earlier work this paper cites.
Extreme UV index and solar exposures at Plateau Rosà (3500 m a.s.l.) in Valle d’Aosta Region, Italy
Giuseppe R. Casale, Anna Maria Siani, Henri Diémoz, Giovanni Agnesod, Alfio V. Parisi, and Alfredo Colosimo · 2015
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Big data’s disparate impact
Solon Barocas and Andrew D. Selbst · 2016
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Deep learning ensembles for melanoma recognition in dermoscopy images
Noel C. F. Codella, Quoc-Bao Nguyen, Sharath Pankanti, David A. Gutman, Brian Helba, Allan C. Halpern, and John R. Smith · 2016
Cited alongside, same era.
A benchmark for automatic visual classification of clinical skin disease images
Xiaoxiao Sun, Jufeng Yang, Ming Sun, and Kai Wang · 2016
Cited alongside, same era.
Global skin disease morbidity and mortality: An update from the global burden of disease study 2013
Chante Karimkhani, Robert P. Dellavalle, Luc E. Coffeng, Carsten Flohr, Roderick J. Hay, Sinéad M. Langan, Elaine O. Nsoesie, Alize J. Ferrari, Holly E. Erskine, Jonathan I. Silverberg, Theo Vos, and Mohsen Naghavi · 2017
Cited alongside, same era.
Malignant melanoma in African–Americans: A population-based clinical outcomes study involving 1106 African–American patients from the surveillance, epidemiology, and end result (SEER) database (1988–-2011)
Krishnaraj Mahendraraj, Komal Sidhu, Christine S. M. Lau, Georgia J. McRoy, Ronald S. Chamberlain, and Franz O. Smith · 2017
Cited alongside, same era.
Dermatologist-level classification of skin cancer with deep neural networks
The role of public challenges and data sets towards algorithm development, trust, and use in clinical practice
Veronica Rotemberg, Allan Halpern, Stephen W. Dusza, and Noel C. F. Codella · 2019
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Think your artificial intelligence software is fair? Think again
Rachel K. E. Bellamy, Kuntal Dey, Michael Hind, Samuel C. Hoffman, Stephanie Houde, Kalapriya Kannan, Pranay Lohia, Sameep Mehta, Aleksandra Mojsilović, Seema Nagar, Karthikeyan Natesan Ramamurthy, John Richards, Diptikalyan Saha, Prasanna Sattigeri, Moninder Singh, Kush R. Varshney, and Yunfeng Zhang · 2019
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Dermoscopy image analysis: Overview and future directions
M. Emre Celebi, Noel Codella, and Alan Halpern · 2019
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Guest editorial: Skin lesion image analysis for melanoma detection
M. Emre Celebi, Noel Codella, Alan Halpern, and Dinggang Shen · 2019
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Michele Merler, Nalini Ratha, Rogerio S. Feris, and John R. Smith · 2019
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Andre Esteva, Brett Kuprel, Roberto A. Novoa, Justin Ko, Susan M. Swetter, Helen M. Blau, and Sebastian Thrun · 2017
Cited alongside, same era.
Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries
Freddie Bray, Jacques Ferlay, Isabelle Soerjomataram, Rebecca L. Siegel, Lindsey A. Torre, and Ahmedin Jemal · 2018
Cited alongside, same era.
Man against machine: Diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists
H. A. Haenssle, C. Fink, R. Schneiderbauer, F. Toberer, T. Buhl, A. Blum, A. Kalloo, A. Ben Hadj Hassen, L. Thomas, A. Enk, and L. Uhlmann · 2018
Cited alongside, same era.
Machine learning and health care disparities in dermatology
Adewole S. Adamson and Avery Smith · 2018
Cited alongside, same era.
ISIC 2018: Skin lesion analysis towards melanoma detection, 2018
International Skin Imaging Collaboration · 2018
Cited alongside, same era.
Data descriptor: The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions
Philipp Tschandl, Cliff Rosendahl, and Harald Kittler · 2018
Cited alongside, same era.
Gender shades: Intersectional accuracy disparities in commercial gender classification
Joy Buolamwini and Timnit Gebru · 2018
Cited alongside, same era.
Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross B. Girshick · 2018
Cited alongside, same era.
Noel Codella, Veronica Rotemberg, Philipp Tschandl, M. Emre Celebi, Stephen Dusza, David Gutman, Brian Helba, Aadi Kalloo, Konstantinos Liopyris, Michael Marchetti, Harald Kittler, and Allan Halpern · 2019
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Skin lesion analyser: An efficient seven-way multi-class skin cancer classification using MobileNet
Saket S. Chaturvedi, Kajol Gupta, and Prakash Prasad · 2019
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Actionable auditing: Investigating the impact of publicly naming biased performance results of commercial AI products
Inioluwa Deborah Raji and Joy Buolamwini · 2019
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Color-theoretic experiments to understand unequal gender classification accuracy from face images
Vidya Muthukumar · 2019
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Predictive inequity in object detection
Benjamin Wilson, Judy Hoffman, and Jamie Morgenstern · 2019
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Automatic nucleus segmentation with Mask-RCNN
Jeremiah W. Johnson · 2019
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