Deep learning tools for the measurement of animal behavior in neuroscience

Code

• github.com/DeepLabCut/DeepLabCut
  tf★ 5,559
• github.com/AlexEMG/DeepLabCut
  tf★ 5,558
• github.com/gyaansastra/DeepLab
  tf★ 1
• github.com/Ayaanesmail/Test.-
  tf★ 0
• github.com/eho-tacc/DeepLabCut
  tf★ 0
• github.com/chongchen20/Deeplabcut
  tf★ 0

Abstract

Recent advances in computer vision have made accurate, fast and robust measurement of animal behavior a reality. In the past years powerful tools specifically designed to aid the measurement of behavior have come to fruition. Here we discuss how capturing the postures of animals - pose estimation - has been rapidly advancing with new deep learning methods. While challenges still remain, we envision that the fast-paced development of new deep learning tools will rapidly change the landscape of realizable real-world neuroscience.

Tasks

Reproductions