Mouse Grooming Detection Annotated Dataset

This dataset contains 2 records. The first record is the annotated dataset. The second record contains a built singularity image containing the code and trained model for predicting on new videos.

We generated 1,253 video clips which total 2,637,363 frames. Each video had variable duration, depending upon the grooming prediction length. Annotators were required to provide a "Grooming" or "Not Grooming" annotation for each frame.
The annotated dataset is stored in the h5 record and is described as follows:

• First level grouping is Train/Validation split
• Second level grouping is by Video Clip
• Each video contains 5 datasets
  • nframe
    • Number of frames in this video
    • Shape: 1
  • video
    • Raw Video
    • Shape: nframes x 112 x 112
  • label
    • Labels for each frame
      • 0 = not grooming, 1 = grooming
    • Shape: nframes
  • mask
    • Information for whether or not annotators agreed
      • 0 = disagree, 1 = agree
      • When annotators disagree, label contains the values from the first person to annotate the frame
    • Shape: nframes
  • nlabelers
    • Number of annotators that have labeled the video clip
    • Shape: 1