Data Augmentation in videos
You can augment videos in the temporal dimension through clipping, or taking random sequences of consecutive frames. You can also augment in the spatial dimension by cropping frames randomly to simulate camera jitter. Unfortunately, augmenting video data by extrapolating motion information or by producing a video taken from a different viewpoint seems extremely computationally intensive.