The key contribution of our work is the development of an efficient and memory-2

We thank all the reviewers for their constructive comments. Please see our responses below. Our approach is purely based on 2D convolutions. We thank the reviewers for pointing out some related (or missing) references. Timeception, SlowFast and TSM are concurrent with our work.