公开(公告)号：US20210073613A1

公开(公告)日：2021-03-11

申请号：US16949994

申请日：2020-11-23

Applicant: Snap Inc.

Inventor： Yingzhen Yang ,  Jianchao Yang ,  Ning Xu

IPC: G06N3/04 ,  G06T5/20 ,  G06T7/10

Abstract: A compact neural network system can generate multiple individual filters from a compound filter. Each convolutional layer of a convolutional neural network can include a compound filters used to generate individual filters for that layer. The individual filters overlap in the compound filter and can be extracted using a sampling operation. The extracted individual filters can share weights with nearby filters thereby reducing the overall size of the convolutional neural network.

公开(公告)号：US12136026B2

公开(公告)日：2024-11-05

申请号：US18222649

申请日：2023-07-17

Applicant: Snap Inc.

Inventor： Yingzhen Yang ,  Jianchao Yang ,  Ning Xu

IPC: G06K9/00 ,  G06N3/04 ,  G06T5/20 ,  G06T7/10

Abstract: A compact neural network system can generate multiple individual filters from a compound filter. Each convolutional layer of a convolutional neural network can include a compound filters used to generate individual filters for that layer. The individual filters overlap in the compound filter and can be extracted using a sampling operation. The extracted individual filters can share weights with nearby filters thereby reducing the overall size of the convolutional neural network.

公开(公告)号：US20230359859A1

公开(公告)日：2023-11-09

申请号：US18222649

申请日：2023-07-17

Applicant: Snap Inc.

Inventor： Yingzhen Yang ,  Jianchao Yang ,  Ning Xu

IPC: G06N3/04 ,  G06T7/10 ,  G06T5/20

CPC classification number: G06N3/04 ,  G06T7/10 ,  G06T5/20

Abstract: A compact neural network system can generate multiple individual filters from a compound filter. Each convolutional layer of a convolutional neural network can include a compound filters used to generate individual filters for that layer. The individual filters overlap in the compound filter and can be extracted using a sampling operation. The extracted individual filters can share weights with nearby filters thereby reducing the overall size of the convolutional neural network.

公开(公告)号：US11763130B2

公开(公告)日：2023-09-19

申请号：US16949994

申请日：2020-11-23

Applicant: Snap Inc.

Inventor： Yingzhen Yang ,  Jianchao Yang ,  Ning Xu

IPC: G06K9/00 ,  G06N3/04 ,  G06T7/10 ,  G06T5/20

CPC classification number: G06N3/04 ,  G06T5/20 ,  G06T7/10

Abstract: A compact neural network system can generate multiple individual filters from a compound filter. Each convolutional layer of a convolutional neural network can include a compound filters used to generate individual filters for that layer. The individual filters overlap in the compound filter and can be extracted using a sampling operation. The extracted individual filters can share weights with nearby filters thereby reducing the overall size of the convolutional neural network.