AIMC Topic: Skin Pigmentation

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Skin Phototype Classification with Machine Learning Based on Broadband Optical Measurements.

Sensors (Basel, Switzerland) Nov 20, 2024
The Fitzpatrick Skin Phototype Classification (FSPC) scale is widely used to categorize skin types but has limitations such as the underrepresentation of darker skin phototypes, low classification resolution, and subjectivity. These limitations may c...
Humans Machine Learning Algorithms Middle Aged Skin Female Skin Pigmentation Adult Male
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Skin Cancer Detection in Diverse Skin Tones by Machine Learning Combining Audio and Visual Convolutional Neural Networks.

Oncology Sep 23, 2024
INTRODUCTION: Skin cancer (SC) is common in fair skin (FS) at a 1:5 lifetime incidence for nonmelanoma skin cancer. In order to assist clinicians' decisions, a risk intervention technology was developed, which combines a dual-mode machine learning of...
Algorithms Retrospective Studies Female Humans Neural Networks, Computer Machine Learning Smartphone Adult Skin Neoplasms Skin Pigmentation Middle Aged Aged Sensitivity and Specificity Convolutional Neural Networks Male ROC Curve
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Impact of Digital Advertising Policy on Harmful Product Promotion: Natural Language Processing Analysis of Skin-Lightening Ads.

American journal of preventive medicine Sep 20, 2024
INTRODUCTION: Starting June 30, 2022, Google implemented its revised Inappropriate Content Advertising Policy, targeting discriminatory skin-lightening ads that suggest superiority of certain skin shades. This study evaluates the ad content changes f...
Natural Language Processing Humans Skin Pigmentation Advertising
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Spectrum-based deep learning framework for dermatological pigment analysis and simulation.

Computers in biology and medicine Jun 15, 2024
BACKGROUND: Deep learning in dermatology presents promising tools for automated diagnosis but faces challenges, including labor-intensive ground truth preparation and a primary focus on visually identifiable features. Spectrum-based approaches offer ...
Hemoglobins Melanins Skin Pigmentation Image Processing, Computer-Assisted Skin Humans Deep Learning
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Validity of facial skin analysis pore detection: A comparative analysis.

Journal of cosmetic dermatology May 31, 2024
BACKGROUND: Reliable, objective measures to assess facial characteristics would aid in the assessment of many dermatological treatments. Previous work utilized an iOS application-based artificial intelligence (AI) tool compared to the "gold standard"...
Skin Face Skin Pigmentation Photography Adult Male Middle Aged Reproducibility of Results Young Adult Humans Artificial Intelligence Algorithms Female
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Artificial intelligence in dermatology: advancements and challenges in skin of color.

International journal of dermatology Mar 6, 2024
Artificial intelligence (AI) uses algorithms and large language models in computers to simulate human-like problem-solving and decision-making. AI programs have recently acquired widespread popularity in the field of dermatology through the applicati...
Racial Groups Skin Pigmentation Algorithms Humans Technology Artificial Intelligence Dermatology
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Progress and challenges of artificial intelligence in skin of color.

International journal of dermatology Feb 12, 2024
Skin Dermatology Skin Pigmentation Humans Artificial Intelligence
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Deep learning-aided decision support for diagnosis of skin disease across skin tones.

Nature medicine Feb 5, 2024
Although advances in deep learning systems for image-based medical diagnosis demonstrate their potential to augment clinical decision-making, the effectiveness of physician-machine partnerships remains an open question, in part because physicians and...
Humans Algorithms Deep Learning Diagnosis, Differential Skin Diseases Skin Pigmentation
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Understanding skin color bias in deep learning-based skin lesion segmentation.

Computer methods and programs in biomedicine Jan 24, 2024
BACKGROUND: The field of dermatological image analysis using deep neural networks includes the semantic segmentation of skin lesions, pivotal for lesion analysis, pathology inference, and diagnoses. While biases in neural network-based dermatoscopic ...
Humans Skin Dermoscopy Skin Diseases Deep Learning Skin Pigmentation Image Processing, Computer-Assisted
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Remote Blood Oxygen Estimation From Videos Using Neural Networks.

IEEE journal of biomedical and health informatics Aug 7, 2023
Peripheral blood oxygen saturation (SpO ) is an essential indicator of respiratory functionality and received increasing attention during the COVID-19 pandemic. Clinical findings show that COVID-19 patients can have significantly low SpO before any ...
Skin Pigmentation Oximetry Datasets as Topic Proof of Concept Study Smartphone COVID-19 Oxygen Humans Bayes Theorem Sensitivity and Specificity Neural Networks, Computer Hand Remote Sensing Technology Deep Learning Video Recording
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