公开(公告)号：US20180204112A1

公开(公告)日：2018-07-19

申请号：US15856453

申请日：2017-12-28

Applicant: Google LLC

Inventor： Samy Bengio ,  Oriol Vinyals ,  Alexander Toshkov Toshev ,  Dumitru Erhan

IPC: G06N3/04 ,  G06F17/28

CPC classification number: G06N3/0472 ,  G06F17/28 ,  G06N3/0454

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating descriptions of input images. One of the methods includes obtaining an input image; processing the input image using a first neural network to generate an alternative representation for the input image; and processing the alternative representation for the input image using a second neural network to generate a sequence of a plurality of words in a target natural language that describes the input image.

公开(公告)号：US20210224573A1

公开(公告)日：2021-07-22

申请号：US17222782

申请日：2021-04-05

Applicant: Google LLC

Inventor： Konstantinos Bousmalis ,  Nathan Silberman ,  Dilip Krishnan ,  George Trigeorgis ,  Dumitru Erhan

IPC: G06K9/46 ,  G06K9/62 ,  G06N3/04 ,  G06N3/08 ,  G06T7/73

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing images using an image processing neural network system. One of the system includes a shared encoder neural network implemented by one or more computers, wherein the shared encoder neural network is configured to: receive an input image from a target domain; and process the input image to generate a shared feature representation of features of the input image that are shared between images from the target domain and images from a source domain different from the target domain; and a classifier neural network implemented by the one or more computers, wherein the classifier neural network is configured to: receive the shared feature representation; and process the shared feature representation to generate a network output for the input image that characterizes the input image.

公开(公告)号：US10832124B2

公开(公告)日：2020-11-10

申请号：US16538712

申请日：2019-08-12

Applicant: Google LLC

Inventor： Samy Bengio ,  Oriol Vinyals ,  Alexander Toshkov Toshev ,  Dumitru Erhan

IPC: G06N3/04 ,  G06F40/40

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating descriptions of input images. One of the methods includes obtaining an input image; processing the input image using a first neural network to generate an alternative representation for the input image; and processing the alternative representation for the input image using a second neural network to generate a sequence of a plurality of words in a target natural language that describes the input image.