Data Sparsity Challenges for Pedestrian Understanding with Synthetic Data -Junhua Mao CVPR SDAS 2023
Junhua Mao from Waymo presents a few methods to tackle data sparsity, including:
Data augmentation and synthetic data
Weak supervision from relatively easy-to-get labels
Self-supervision and joint training