Before revision:  Our algorithm eliminates the need for data replication on the input . By splitting a single call to GEMM into several smaller calls, we can eliminate date size increases on either the input or output of the convolution layer .
After revision:  Our algorithm eliminates the need for data replication on the input thereby enabling us to apply the convolution kernels on the input images directly .