Deep Learning, Artificial Intelligence, Resnet, Image Classification, Residual Network.
Depth on resilience to layer deletion. Removing residual modules mostly removes long paths. Left: Even after deleting 10 residual modules, many of the effective paths between 5 and 17 modules long are still valid. Right: A random subset of the residual modules is selected for each mini-batch during