公开(公告)号：US20210248472A1

公开(公告)日：2021-08-12

申请号：US17121161

申请日：2020-12-14

Applicant: Google LLC

Inventor： Gamaleldin Elsayed ,  Prajit Ramachandran ,  Jon Shlens ,  Simon Kornblith

IPC: G06N3/08 ,  G06N3/04

Abstract: The present disclosure provides a neural network including one or more layers with relaxed spatial invariance. Each of the one or more layers can be configured to receive a respective layer input. Each of the one or more layers can be configured to convolve a plurality of different kernels against the respective layer input to generate a plurality of intermediate outputs, each of the plurality of intermediate outputs having a plurality of portions. Each of the one or more layers can be configured to apply, for each of the plurality of intermediate outputs, a respective plurality of weights respectively associated with the plurality of portions to generate a respective weighted output. Each of the one or more layers can be configured to generate a respective layer output based on the weighted outputs.