Rook's Textbook of Dermatology 2010
DOI: 10.1002/9781444317633.ch1
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Cited by 10 publications
(10 citation statements)
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References 131 publications
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“…Nonetheless, we clearly showed that efficient DCNN training can develop a high‐level skin‐tumour classifier using a much smaller number of images than previously thought necessary, as long as the images were correctly labelled and preprocessed appropriately. This point is especially important when extending this system to develop a comprehensive skin disease classifier, as there are at least 2000 different skin diseases, including many rare skin conditions, for which it would be nearly impossible to accumulate a large number of images.…”
Section: Discussionmentioning
confidence: 99%
“…Nonetheless, we clearly showed that efficient DCNN training can develop a high‐level skin‐tumour classifier using a much smaller number of images than previously thought necessary, as long as the images were correctly labelled and preprocessed appropriately. This point is especially important when extending this system to develop a comprehensive skin disease classifier, as there are at least 2000 different skin diseases, including many rare skin conditions, for which it would be nearly impossible to accumulate a large number of images.…”
Section: Discussionmentioning
confidence: 99%
“…Dermatology is a prototypical medical specialty in which the management principle of “vital few and trivial many” is evident. There are over 2,000 skin diseases that may present to a physician, 54 yet surveys suggest that the bulk of skin diseases are made up of fewer than ten disorders. 11 Six conditions, including acne vulgaris, pityriasis versicolor, dermatophytosis, nevi, miliaria, and keloid/hypertrophic scars, accounted for 83% of the total number of dermatoses seen in this study.…”
Section: Discussionmentioning
confidence: 99%
“…It has been found that one- fourth of us (or more) suffer from at least one skin disease, a situation that constitutes a significant global burden of disease. [ 9 ] Economic burden of skin diseases is enormous and added to this easy visibility of dermatological illness has led to deterioration in the quality of life resulting in social handicap. [ 10 11 ]…”
Section: Discussionmentioning
confidence: 99%