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Deep Learning-Based Dermatological Condition Detection: A Systematic Review With Recent Methods, Datasets, Challenges, and Future Directions

research Deep Learning-Based Dermatological Condition Detection: A Systematic Review With Recent Methods, Datasets, Challenges, and Future Directions

1 citations , January 2023 in “IEEE access”

This review examines advancements in deep learning methods for detecting dermatological conditions from dermoscopic images, summarizing available datasets and suggesting future research directions, but reports no new results.

research Automated early detection of androgenetic alopecia using deep learning on trichoscopic images from a Korean cohort: a retrospective model development and validation study

July 2025 in “Harvard Dataverse”

A deep learning model accurately detects early hair loss signs using scalp images.

research Hair and scalp disease detection using deep learning

1 citations , March 2024 in “arXiv (Cornell University)”

This paper presents a new method using Convolutional Neural Networks for detecting hair and scalp diseases, aiming to enhance diagnostics accessibility through a web-based platform integration.

research Polycystic ovary syndrome: pragmatic management across levels of care

November 2025 in “Gynecological Endocrinology”

This review discusses coordinated management strategies for polycystic ovary syndrome across various levels of care but reports no new clinical results.

research Crowdsourcing Dermatology Images with Google Search Ads: Creating a Real-World Skin Condition Dataset

3 citations , February 2024 in “arXiv (Cornell University)”

In this study, researchers used Google Search ads to gather an open access dataset of 10,408 dermatological images from over 5,000 U.S. internet users, enhancing the diversity and representativeness of skin condition images available for research and artificial intelligence development.

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community The best hair restoration is the kind nobody notices

1201 upvotes 4 months ago

Matthew McConaughey's hair restoration methods are speculated to involve hair systems, transplants, and treatments like finasteride and minoxidil. Many believe he falsely credits his hair regrowth to Regenix, while others suggest he uses a combination of treatments for a natural look.

community He used Dutasteride for 20 years. Interview

113 upvotes 1 year ago

Dutasteride has been used for 20 years with some hair thickness improvement but no dramatic regrowth. The user also experimented with minoxidil, tretinoin, and peptides like BPC 157 for potential benefits in hair density and quality.

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