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Related Experiment Video

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Polyp-Size: A Precise Endoscopic Dataset for AI-Driven Polyp Sizing.

Yiming Song1, Sijia Du2, Ruilan Wang3

  • 1Division of Gastroenterology and Hepatology, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.

Scientific Data
|May 31, 2025
PubMed
Summary
This summary is machine-generated.

Accurate colorectal polyp size estimation is crucial for patient care. The new Polyp-Size dataset provides precise measurements from colonoscopy videos, enabling better AI development for automated polyp analysis.

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Area of Science:

  • Gastroenterology and Medical Imaging
  • Artificial Intelligence in Medicine

Background:

  • Accurate colorectal polyp size is critical for clinical management but challenging due to subjective measurement methods.
  • Existing artificial intelligence (AI) datasets for polyps often lack precise size annotations, hindering the development of robust size estimation models.

Purpose of the Study:

  • To introduce Polyp-Size, a novel dataset of colonoscopy videos with validated polyp size measurements.
  • To facilitate the development of AI models for accurate automated polyp size estimation.

Main Methods:

  • Collected 42 high-resolution white-light colonoscopy videos.
  • Measured polyp sizes post-resection using vernier calipers to submillimeter precision.
  • Annotated polyps with validated size, Paris classification, anatomical location, and histological type.

Main Results:

  • The Polyp-Size dataset offers submillimeter precision in polyp size measurements.
  • Includes diverse polyp characteristics and standardized video formats.
  • Enables the training of AI models specifically for polyp size estimation.

Conclusions:

  • The publicly available Polyp-Size dataset addresses a critical gap in AI-driven medical imaging for colorectal cancer screening.
  • This resource will foster research and collaboration to improve automated polyp measurement accuracy in clinical practice.