Published July 11, 2023 | Version v2

Video Dataset of Respiratory Cilia Motion Phenotypes

  • 1. Department of Infectious Diseases, College of Veterinary Medicine, University of Georgia
  • 2. School of Computing, University of Georgia; Department of Cellular Biology, University of Georgia
  • 1. Department of Cellular Biology, University of Georgia
  • 2. Department of Genetics, University of Georgia

Description

Respiratory cilia are important components in the lung defense mechanism. The coordinated beating of cilia cleans the airways of pathogens and foreign particles. We present a large-scale validation dataset of cilia motion for characterizing ciliary function. Ciliary beat frequency (CBF) is provided as benchmark metrics. The video dataset of cilia motion phenotypes contains four categories: temperatures, drugs and ACE2 manipulation. Under each category, mouse trachea samples were treated with different stimuli and imaged with a high-speed video microscope to acquire cilia motion. In addition, we generate ground truth masks labeling ciliary area for image segmentation. This validation dataset can serve as a benchmark for the computer vision community to develop models for analyzing ciliary beat pattern.

This video dataset contains 872 videos and their ground-truth masks with the ciliary area labeled. The videos were recorded at 250 frames per second for 1 second. The image size is 800x800. Each pixel is 0.07987 μm. The csv file contains the CBF values of each video.

Notes

Grants: NSF #1845915 CAREER: ABI-Innovation: CiliaWeb: Integrated platform for foundational and reproducible ciliary beat pattern analysis NIH GM139856 Pattern formation and function of PKD2/polycystin-2 in motile cilia

Files

ACE2_treatment.zip

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