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Renji endoscopic submucosal dissection video data set for Esophagus
Jinnan Chen1, Xiangning Zhang2, Tang Cao3
1Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Institute of Digestive Disease, Shanghai, China.
Researchers developed the Renji database, a novel collection of esophageal endoscopic submucosal dissection (ESD) videos with detailed phase annotations. This resource aims to advance artificial intelligence in surgical training and analysis.
Area of Science:
- Medical Artificial Intelligence
- Surgical Education Technology
- Endoscopic Imaging Analysis
Background:
- Artificial intelligence (AI) significantly enhances surgical training and outcomes.
- Deep learning for endoscopic procedures requires extensive, annotated datasets.
- Existing datasets lack comprehensive phase annotations for esophageal procedures.
Purpose of the Study:
- To introduce the Renji database, the first publicly available collection of esophageal endoscopic submucosal dissection (ESD) videos.
- To provide detailed, phase-specific annotations for 25 ESD procedures.
- To establish a benchmark for future esophageal ESD research and AI development.
Main Methods:
- Collected 25 endoscopic submucosal dissection (ESD) video recordings of esophageal lesions.
- Developed a specialized annotation framework for phase recognition.
- A team of expert endoscopists meticulously annotated 141,909 video phases.
- Made the dataset publicly accessible via the Figshare repository.
Main Results:
- The Renji database comprises 25 esophageal ESD videos with 141,909 phase annotations.
- This is the first publicly available dataset of its kind for esophageal ESD.
- The dataset is freely accessible for research purposes.
Conclusions:
- The Renji database represents a significant contribution to AI-driven surgical research.
- It will facilitate the development and validation of AI algorithms for esophageal ESD.
- This resource aims to improve surgical proficiency and patient outcomes through advanced analytics.
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