Image

    Hair Follicle Classification and Hair Loss Severity Estimation Using Mask R-CNN

    October 2022 in “ Journal of Imaging ”
    Jong-Hwan Kim, Segi Kwon, Jirui Fu, Joon‐Hyuk Park
    Studysummary This study reported that a new deep learning algorithm using Mask R-CNN improved hair follicle classification accuracy by 4 to 15%, suggesting potential clinical application for enhanced hair loss diagnosis.
    Automatically generated from the study's abstract, not written by a person, and not a review of the full paper. Not medical advice or a treatment recommendation. Read the original study, and consult a qualified healthcare professional before changing treatment. Full disclaimer
    Read the full study on mdpi.com →
    Discuss this study in the Community →

    Research cited in this study 14

    1. Evaluation of Automated Measurement of Hair Density Using Deep Neural Networks Sensors · 2022
    2. Classification Framework for Healthy Hair and Alopecia Areata: A Machine Learning Approach Computational and Mathematical Methods in Medicine · 2021
    3. Trichoscopy of Alopecia Areata: Hair Loss Feature Extraction and Computation Using Grid Line Selection and Eigenvalue Computational and Mathematical Methods in Medicine · 2020
    4. ScalpEye: A Deep Learning-Based Scalp Hair Inspection and Diagnosis System for Scalp Health IEEE Access · 2020
    5. Hair Loss: Common Causes and Treatment PubMed · 2017
    6. Classifications of Patterned Hair Loss: A Review Journal of Cutaneous and Aesthetic Surgery · 2016
    7. Telogen Effluvium: A Review Journal of Clinical and Diagnostic Research · 2015
    8. Trichoscopy in Alopecias: Diagnosis Simplified International Journal of Trichology · 2013
    9. Hair and Scalp Dermatoscopy Journal of The American Academy of Dermatology · 2012
    10. Trichoscopy for Common Hair Loss Diseases: Algorithmic Method for Diagnosis The Journal of Dermatology · 2010
    11. Diagnosing and Treating Hair Loss PubMed · 2009
    12. Common Hair Loss Disorders PubMed · 2003
    13. Alopecia in Women: A 2003 Review PubMed · 2003
    14. Treatment of Hair Loss The New England Journal of Medicine · 1999

    Related research 7

    1. Sisaipho Alopecia Areata Treated With Tofacitinib and Oral Minoxidil JAAD case reports · 2022
    2. Variation of Hair Follicle Counts Among Different Scalp Areas: A Quantitative Histopathological Study Skin Appendage Disorders · 2021
    3. Characteristics of Nonbalding Scalp Zones of Androgenetic Alopecia in East Asians Clinical and Experimental Dermatology · 2014
    4. Pattern Hair Loss in Men: Diagnosis, Genetic Link, Clinical Features, and Treatments Dermatologic Clinics · 2012
    5. Hair Counts from Normal Scalp Biopsy in Taiwan Dermatologic Surgery · 2012
    6. Female-Patterned Alopecia in Teenage Brothers with Unusual Histologic Features Journal of Cutaneous Pathology · 2006
    7. Original Study: Morphometric Analysis of Alopecia Areata and Androgenetic Alopecia in Koreans 대한피부과학회지 · 2001