公开(公告)号：US11003692B2

公开(公告)日：2021-05-11

申请号：US14980572

申请日：2015-12-28

Applicant: Facebook, Inc.

Inventor： Yunchao Gong ,  Marcin Pawlowski ,  Fei Yang ,  Lubomir Bourdev ,  Louis Dominic Brandy ,  Robert D. Fergus

IPC: G06F16/28 ,  H04L29/08 ,  G06N20/00 ,  G06F16/901

Abstract: Systems, methods, and non-transitory computer-readable media can obtain a first batch of content items to be clustered. A set of clusters can be generated by clustering respective binary hash codes for each content item in the first batch, wherein content items included in a cluster are visually similar to one another. A next batch of content items to be clustered can be obtained. One or more respective binary hash codes for the content items in the next batch can be assigned to a cluster in the set of clusters.

公开(公告)号：US20170185665A1

公开(公告)日：2017-06-29

申请号：US14980572

申请日：2015-12-28

Applicant: Facebook, Inc.

Inventor： Yunchao Gong ,  Marcin Pawlowski ,  Fei Yang ,  Lubomir Bourdev ,  Louis Dominic Brandy ,  Robert D. Fergus

IPC: G06F17/30 ,  H04L12/58 ,  H04L29/08 ,  G06N99/00

CPC classification number: G06F16/285 ,  G06F16/9024 ,  G06N20/00 ,  H04L67/10 ,  H04L67/1097

Abstract: Systems, methods, and non-transitory computer-readable media can obtain a first batch of content items to be clustered. A set of clusters can be generated by clustering respective binary hash codes for each content item in the first batch, wherein content items included in a cluster are visually similar to one another. A next batch of content items to be clustered can be obtained. One or more respective binary hash codes for the content items in the next batch can be assigned to a cluster in the set of clusters.

公开(公告)号：US20170132511A1

公开(公告)日：2017-05-11

申请号：US14982874

申请日：2015-12-29

Applicant: Facebook, Inc.

Inventor： Yunchao Gong ,  Liu Liu ,  Lubomir Bourdev ,  Ming Yang ,  Robert D. Fergus

IPC: G06N3/08 ,  G06Q50/00

CPC classification number: G06Q50/01 ,  G06N3/0454

Abstract: Systems, methods, and non-transitory computer-readable media can receive a compressed convolutional neural network (CNN). A media content item to be processed can be acquired. The compressed CNN to can be utilized to apply a media processing technique to the media content item to produce information about the media content item. It can be determined, based on at least some of the information about the media content item, whether to transmit at least a portion of the media content item to one or more remote servers for additional media processing.

公开(公告)号：US20210279817A1

公开(公告)日：2021-09-09

申请号：US17170414

申请日：2021-02-08

Applicant: Facebook, Inc.

Inventor： Yunchao Gong ,  Liu Liu ,  Lubomir Dimitrov Bourdev ,  Robert D. Fergus ,  Ming Yang

IPC: G06Q50/00 ,  G06N20/00

Abstract: Systems, methods, and non-transitory computer-readable media can receive a compressed convolutional neural network (CNN). A media content item to be processed can be acquired. The compressed CNN to can be utilized to apply a media processing technique to the media content item to produce information about the media content item. It can be determined, based on at least some of the information about the media content item, whether to transmit at least a portion of the media content item to one or more remote servers for additional media processing.