公开(公告)号：US20230410496A1

公开(公告)日：2023-12-21

申请号：US18252164

申请日：2020-12-23

Applicant: Intel Corporation

Inventor： Anbang YAO ,  Bo LIU ,  Ming LU ,  Feng CHEN ,  Yurong CHEN

IPC: G06V10/82

CPC classification number: G06V10/82

Abstract: Omni-scale convolution for convolutional neural networks is disclosed. An example of an apparatus includes one or more processors to process data, including processing for a convolutional neural network (CNN); and a memory to store data, including CNN data, wherein processing of input data by the CNN includes implementing omni-scale convolution in one or more convolutional layers of the CNN, implementation of the omni-scale convolution into a convolutional layer of the one or more convolutional layers including at least applying multiple dilation rates in a plurality of kernels of a kernel lattice of the convolutional layer, and applying a cyclic pattern for the multiple dilation rates in the plurality of kernels of the convolutional layer.