公开(公告)号：US20250078286A1

公开(公告)日：2025-03-06

申请号：US18803352

申请日：2024-08-13

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Zao YAO ,  Ju Hwan SONG ,  Ying MIN ,  Byung In YOO ,  Changbeom PARK ,  YunHao ZHANG ,  Junchen REN ,  Yuanzhang YAO ,  Sanqi LI

IPC: G06T7/246 ,  G06T7/80 ,  G06V10/28 ,  G06V10/42 ,  G06V10/80

Abstract: An apparatus and method for quantizing a transformer-based target tracking model are provided. The method includes obtaining a transformer-based target tracking model including a template branch, a search branch, a stitching module, and a first transformer module, generating an optimized target tracking model by removing the stitching module from the transformer-based target tracking model and dividing the first transformer module into a second transformer module and a third transformer module, and generating a quantization model corresponding to the optimized target tracking model by quantizing the divided second transformer module independently of quantizing the divided third transformer module.

公开(公告)号：US20220004899A1

公开(公告)日：2022-01-06

申请号：US17010246

申请日：2020-09-02

Applicant: Samsung Electronics Co., Ltd.

Inventor： Bo HU ,  Sanqi LI ,  Chunmiao JIANG

IPC: G06N5/04 ,  G06N20/00

Abstract: A user terminal apparatus includes an alarm; a collector including one or more sensors configured to collect characteristic data of a target object; and a controller configured to obtain a terminal-side exception judgment result by inputting the characteristic data into a terminal-side exception diagnosis model, in response to the terminal-side exception judgment result indicating that the characteristic data is abnormal, transmit the characteristic data to a cloud server, receive diagnostic information from the cloud server, and based on the received diagnostic information, update at least one of a terminal-side multi-classification model or the terminal-side exception diagnosis model, or control the alarm to issue an alarm signal indicating that the characteristic data is abnormal.