Investigating Different Deep Learning Models for Classification of Folliculitis

    May 2023
    R. S. Negi, S R Negi, Neha Tripathi, Siddhant Thapliyal
    Image of study
    TLDR GoogLeNet is the best model for identifying folliculitis.
    The study investigates the accuracy of various Convolutional Neural Network (CNN) models in classifying different types of folliculitis, a common skin condition that can lead to severe complications if untreated. The models tested include AlexNet, DenseNet201, GoogLeNet, InceptionV3, ResNet50, VGG19, and Xception. The results indicate that GoogLeNet performs the best in identifying the type of folliculitis. This deep learning-based approach aims to assist dermatologists in accurately diagnosing folliculitis, potentially improving patient outcomes and extending the methodology to other skin conditions.
    Discuss this study in the Community →

    Research cited in this study

    1 / 1 results

    Related Community Posts Join

    6 / 67 results

      community Finally Scalp Folliculitis-Free after 2 Decades of Suffering

      in Treatment  63 upvotes 5 months ago
      A 37-year-old male resolved scalp folliculitis by adopting a low-histamine diet and taking Vitamin A, Zinc, and Fish Oil, leading to better skin health and thicker hair. He warns about the potential toxicity of excessive Vitamin A intake.

      community Hair Loss & Lipids: Why you have sebderm, folliculitis, LPP, inflammation, etc...

      in Research/Science  131 upvotes 1 month ago
      Excess sebum rich in cholesterol and triglycerides can lead to hair loss through inflammation, with treatments like Ciclopirox shampoo, Benzoyl Peroxide shampoo, and Clindamycin gel recommended for managing conditions like seborrheic dermatitis and folliculitis. Pioglitazone is suggested for Lichen Planopilaris, while Omega-3s and reducing processed foods may improve sebum quality, though genetic factors play a significant role.

      community Hair Loss Inflammation Prevention Stack

      in Research/Science  42 upvotes 4 days ago
      The conversation discusses a hair loss and scalp care routine involving ciclopirox shampoo, benzoyl peroxide, clindamycin gel, clobetasol propionate, and calcipotriol to manage seborrheic dermatitis, folliculitis, and inflammation. It also touches on the role of diet and other treatments like oral minoxidil and pioglitazone for scalp health.

      community I think I’ve finally found the reason for my hair loss

      in Chat  98 upvotes 4 months ago
      The user experienced hair loss since 2019 and tried finasteride, dutasteride, RU58841, and ketoconazole shampoo without success. A scalp biopsy showed scarring and inflammation from folliculitis, indicating chronic inflammation was affecting treatment effectiveness.

    Similar Research

    5 / 1000+ results