Deep Learning Architecture

Tinghui Zhou discusses the decision to use multiscale predictions in the deep learning network architecture, allowing for gradients to be propagated from a larger neighborhood. The unit architecture, which connects features from lower levels to higher levels, is also explored as a means to achieve finer predictions by utilizing lower level features.