AIMC Topic: Skin Pigmentation

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Distribution of race and Fitzpatrick skin types in data sets for deep learning in dermatology: A systematic review.

Journal of the American Academy of Dermatology Oct 20, 2021
Humans Deep Learning Dermatology Skin Pigmentation
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Computer vision based individual fish identification using skin dot pattern.

Scientific reports Aug 19, 2021
Precision fish farming is an emerging concept in aquaculture research and industry, which combines new technologies and data processing methods to enable data-based decision making in fish farming. The concept is based on the automated monitoring of ...
Salmo salar Neural Networks, Computer Pattern Recognition, Automated Artificial Intelligence Skin Pigmentation Animals Imaging, Three-Dimensional
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Unintentional consequences of artificial intelligence in dermatology for patients with skin of colour.

Clinical and experimental dermatology May 31, 2021
Artificial Intelligence Algorithms Dermatology Automated Facial Recognition Humans United Kingdom Skin Pigmentation Racism
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Evaluation of supervised machine-learning methods for predicting appearance traits from DNA.

Forensic science international. Genetics Mar 23, 2021
The prediction of human externally visible characteristics (EVCs) based solely on DNA information has become an established approach in forensic and anthropological genetics in recent years. While for a large set of EVCs, predictive models have alrea...
DNA Genetic Markers Datasets as Topic Skin Pigmentation Phenotype Polymorphism, Single Nucleotide Logistic Models Forensic Genetics Hair Color Eye Color Humans Machine Learning Algorithms
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Topological data analysis of zebrafish patterns.

Proceedings of the National Academy of Sciences of the United States of America Feb 25, 2020
Self-organized pattern behavior is ubiquitous throughout nature, from fish schooling to collective cell dynamics during organism development. Qualitatively these patterns display impressive consistency, yet variability inevitably exists within patter...
Cell Communication Zebrafish Skin Pigmentation Body Patterning Algorithms Machine Learning Animals Data Interpretation, Statistical Skin
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Artificial intelligence reveals environmental constraints on colour diversity in insects.

Nature communications Oct 7, 2019
Explaining colour variation among animals at broad geographic scales remains challenging. Here we demonstrate how deep learning-a form of artificial intelligence-can reveal subtle but robust patterns of colour feature variation along an ecological gr...
Skin Pigmentation Moths Deep Learning Color Biodiversity Genetic Variation Insecta Climate Altitude Artificial Intelligence Species Specificity Temperature Animals Phylogeny
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Discriminant Functional Learning of Color Features for the Recognition of Facial Action Units and Their Intensities.

IEEE transactions on pattern analysis and machine intelligence Sep 5, 2018
Color is a fundamental image feature of facial expressions. For example, when we furrow our eyebrows in anger, blood rushes in, turning some face areas red; or when one goes white in fear as a result of the drainage of blood from the face. Surprising...
Humans Machine Learning Algorithms Image Processing, Computer-Assisted Emotions Color Video Recording Face Skin Pigmentation
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Vitamin D Deficiency and Atopic Dermatitis: Consider Disease, Race, and Body Mass.

Skinmed Dec 1, 2017
Vitamin D deficiency causes rickets, but has been associated with various diseases, including atopic dermatitis (AD). This study analyzes serum vitamin D in pediatric medical center patients with AD and potential confounding factors. At Cardinal Glen...
White People Black or African American Racial Groups Prevalence Infant, Newborn Child, Preschool Humans Dermatitis, Atopic Severity of Illness Index Vitamin D Young Adult Child Adolescent Retrospective Studies Asian United States Vitamin D Deficiency Body Mass Index Skin Pigmentation Cystic Fibrosis Female Male Infant
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Real-time supervised detection of pink areas in dermoscopic images of melanoma: importance of color shades, texture and location.

Skin research and technology : official journal of International Society for Bioengineering and the Skin (ISBS) [and] International Society for Digital Imaging of Skin (ISDIS) [and] International Society for Skin Imaging (ISSI) Mar 22, 2015
BACKGROUND/PURPOSE: Early detection of malignant melanoma is an important public health challenge. In the USA, dermatologists are seeing more melanomas at an early stage, before classic melanoma features have become apparent. Pink color is a feature ...
Skin Pigmentation Color Supervised Machine Learning Image Interpretation, Computer-Assisted Pattern Recognition, Automated Sensitivity and Specificity Computer Systems Colorimetry Melanoma Skin Neoplasms Humans Dermoscopy Algorithms Reproducibility of Results
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Artificial Intelligence Predicts Fitzpatrick Skin Type, Pigmentation, Redness, and Wrinkle Severity From Color Photographs of the Face.

Journal of cosmetic dermatology Apr 1, 2025
BACKGROUND: Due to high patient demand, increasing numbers of non-dermatologists are performing skin assessments and carrying out laser interventions in medical spas, leading to inferior outcomes and higher complications. A machine learning tool that...
Female Adult Male Middle Aged Photography Humans Neural Networks, Computer Severity of Illness Index Skin Aging Artificial Intelligence Skin Erythema Machine Learning Face Hyperpigmentation Skin Pigmentation
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