ViT_Genital_Patho_Dx

A Vision Transformer-based model for multi-class classification of penile-related pathological images, including both STD and non-STD conditions. This model is designed for diagnostic support and academic research in digital health and dermatology.


🧠 Model Overview

The ViT_Genital_Patho_Dx model classifies penile region images into six disease categories:

  • Genital_warts
  • HSV (Herpes Simplex Virus)
  • Normal
  • Penile_cancer
  • Penile_candidiasis
  • Syphillis

It is fine-tuned from google/vit-base-patch16-224-in21k and trained on a curated medical image dataset using TensorFlow and vit-keras.


πŸ“¦ Model Metadata

Field Value
License CreativeML Open RAIL-M
Base model google/vit-base-patch16-224-in21k`
Model type Vision Transformer (ViT-B16)
Pipeline tag image-classification`
Trained by Yudara Kularathne,Janitha Prathapa, Thanveer Ahamad
Repository GitHub Repo
Demo Available on request

🧠 Model Architecture

This project uses:

  • ViT-B16 (pretrained on ImageNet21k) as a base
  • Custom classification head: Flatten -> Dense(6, softmax)
  • Fine-tuned on a proprietary dataset of penile pathology images, including both STD and non-STD conditions

πŸ‘¨β€πŸ’» Authors

  • Yudara Kularathne
  • Janitha Prathapa
  • Thanveer Ahamad

πŸ“¬ License

This project is licensed under the CC BY-NC 4.0 License.
Commercial use is prohibited without prior permission. For more details, see the LICENSE file.

πŸ“š Citation

BibTeX:

@misc{genitalpathodx2024,
  title={ViT_Genital_Patho_Dx: Transformer-based Genital Pathology Classifier},
  author={Yudara Kularathn, Janitha Prathapa and Thanveer Ahamad},
  year={2024},
  howpublished={\url{https://huggingface.co/HehealthVision/ViT-GenitalPathoDx}},
}

APA: Yudara Kularathne, Janitha Prathapa, & Thanveer Ahamad. (2024). ViT_Genital_Patho_Dx: Transformer-based Genital Pathology Classifier. Hugging Face. https://huggingface.co/HehealthVision/ViT-GenitalPathoDx

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