1 citations
,
November 2024 VGG19 is more accurate, but MobileNetV2 is faster and uses fewer resources.
The optimized VGG19 model accurately classifies hair diseases with 98.64% accuracy.
October 2023 in “Sinkron” The system can accurately classify hair diseases with 94.5% accuracy using a CNN.
The model accurately classifies hair conditions with 97% accuracy.
1 citations
,
May 2025 in “Journal of Digital Information Management” VGG16 and VGG19 are the most accurate for classifying scalp and hair diseases.
April 2012 in “Informa Healthcare eBooks” Classifying hair diseases, like alopecia, is difficult and needs more research to understand their causes.
The system effectively detects scalp diseases and classifies hair fall stages with high precision.
The model accurately identifies hair diseases using deep learning.
The model accurately diagnoses hair diseases with 95% accuracy using deep learning.
1 citations
,
August 2020 in “Open Access Macedonian Journal of Medical Sciences” Skin problems like rashes and hair loss can help diagnose and predict COVID-19.
Higher EULAR/ACR scores in SLE patients predict more organ damage.
21 citations
,
January 2016 in “Skin appendage disorders” Alfredo Rebora suggested a new, easier way to classify hair loss in Telogen Effluvium, adding a type possibly related to autoimmune diseases.
October 2021 in “Journal of the European Academy of Dermatology and Venereology” There have been major advances in diagnosing and treating hair loss over the last 30 years, with new drugs and improved hair transplant techniques.
Korean patients with androgenetic alopecia may have a higher risk of heart-related health issues and could benefit from early heart screening and healthier lifestyles.
45 citations
,
February 2013 in “The Journal of Dermatology” Keratoacanthoma and some squamous cell carcinomas are linked to hair follicles, while others are not.
5 citations
,
January 2012 in “Dermatology” Adapted classification better assesses male pattern hair loss and its link to heart disease.
14 citations
,
March 2016 in “Journal of Dermatology” Hair loss links to high blood pressure, high fat levels, and metabolic issues, suggesting early heart disease screening.
22 citations
,
October 1996 in “Dermatologic clinics” Understanding intermediate filaments helps explain hair health and related diseases.
October 2022 in “Hair Transplantation” Male pattern hair loss is mainly caused by genetics and hormones, especially DHT.
January 1983 in “Journal of The American Academy of Dermatology” The book is a valuable resource for understanding hair and scalp problems but could be updated with more information on certain conditions.
26 citations
,
December 2011 in “Journal of Investigative Dermatology” New gene identification techniques have improved the understanding and classification of inherited hair disorders.
38 citations
,
April 2017 in “Journal of The American Academy of Dermatology” Many skin patients have mental health issues, but few dermatologists are well-versed in treating these conditions.
9 citations
,
March 2005 in “Aesthetic surgery journal” The long-pulse alexandrite laser effectively removes hair permanently.
2 citations
,
January 2010 in “International Journal of Trichology” The Hair India 2010 conference introduced a new hair loss classification and highlighted advanced diagnostic techniques in trichology.
May 2003 in “Journal of Investigative Dermatology” The meeting covered advances in understanding hair growth, causes of hair loss, and potential treatments.
71 citations
,
November 2013 in “Clinics in Dermatology” Acne is a chronic disease linked to various systemic conditions and has significant psychological and social effects.
February 2026 in “Journal of the American Academy of Dermatology” Ophiasis mainly affects females, lasts longer, and has lower regrowth rates, with a new classification system helping predict treatment response.
10 citations
,
April 2022 in “Critical reviews in food science and nutrition” Skin odorant receptors respond to flavors and could be targeted to improve skin health and treat diseases.
November 2018 in “Hair transplant forum international” The article suggests that hair transplant surgery may not be purely cosmetic because it treats a disease and calls for clearer guidelines on its classification.
150 citations
,
October 2010 in “The American Journal of Pathology” The document concludes that more research is needed to better understand and treat primary cicatricial alopecias, and suggests a possible reclassification based on molecular pathways.