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coco formatted infant pose estimates for: Computer vision to automatically assess infant neuromotor risk

dataset
posted on 2024-11-06, 15:04 authored by Melanie SegadoMelanie Segado, Claire Chambers, Nidhi Seethapathi, Rachit Saluja, Michelle J. Johnson, Konrad Paul Kording

COCO formatted 2D skeletal keypoints for YouTube and Clinical datasets from: Computer vision to automatically assess infant neuromotor risk (Chambers et al 2020) extracted with ViTPose-H implemented in MMPose.

For original dataset and data see: https://figshare.com/s/10034c230ad9b2b2a6a4

Includes:

  • json files with bounding boxes and 2D keypoints/confidences
  • video metadata (fps, original dimensions)

Data descriptions:

Youtube Dataset: 94 infants, 19 excluded

19 annotations removed for meeting one or more of the following exclusion criteria:

  • 8 Partially overlapping twins
  • 4 NICU and/or hospital settings
  • 1 In water
  • 1 On a rocker
  • 2 Face occluded by caregiver and/or toy
  • 3 Low contrast/very poor video quality

Clinical Dataset: 19 infants (31 videos total)

  • Additional data available in original figshare

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