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OLDA-Bench Dataset

Overview

OLDA-Bench is a benchmark dataset for oral leukoplakia progression analysis. The dataset contains oral photographic images with lesion annotations, covering oral leukoplakia and oral leukoplakia-associated cancer lesions.

The dataset is designed to support:

  • Oral lesion detection
  • Instance segmentation
  • Progression recognition
  • Clinical validation studies

Dataset Structure

OLDA-Bench-Dataset
│
├── Public_all_train
├── PPT_valid
└── Clinical_test

Public_all_train

Training set collected from publicly available oral lesion resources.

PPT_valid

Validation set used for model development and hyperparameter tuning.

Clinical_test

Independent external clinical test set collected from real-world clinical practice.


Categories

The dataset contains two categories:

Category Description
Leukoplakia Oral leukoplakia lesions
Leukoplakia-Cancer Oral leukoplakia lesions with malignant transformation

Annotation Format

Images are provided in JPEG format:

xxx.jpeg

Annotations are provided in Labelme JSON format:

xxx.json

Each JSON file contains polygon-level lesion annotations corresponding to its image.


Access Policy

The dataset is released under gated access.

Researchers may request access through the Hugging Face dataset page.

Access requests are reviewed manually and granted for academic and non-commercial research purposes only.


Related Resources

Code Repository

https://github.com/GuanyuChen8/OLDA-Bench

Model Repository

https://huggingface.co/gy-chen/OLDA-Bench


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