Semi-supervised body parsing and pose estimation for enhancing infant general movement assessment

Haomiao Ni, Yuan Xue, Liya Ma, Qian Zhang, Xiaoye Li, Sharon X. Huang

Abstract: Highlights•A novel semi-supervised framework for body paring and pose estimation in IMVs•Factorized video GAN to synthesize new labeled video frames for augmented training•Improved GMA prediction with body parsing and pose estimation results•Good generalizability on multiple datasets from diverse sources