公开(公告)号：US20230316536A1

公开(公告)日：2023-10-05

申请号：US17657430

申请日：2022-03-31

Applicant: ADOBE INC.

Inventor： Joon-Young Lee ,  Seoungwug Oh ,  Sanghyun Woo ,  Kwanyong Park

IPC: G06T7/20 ,  G06T3/40 ,  G06T3/00 ,  G06V10/764 ,  G06V10/774 ,  G06V10/82 ,  G06V10/776 ,  G06N3/04

CPC classification number: G06T7/20 ,  G06T3/40 ,  G06T3/0006 ,  G06V10/764 ,  G06V10/774 ,  G06V10/82 ,  G06T2207/10016 ,  G06N3/0454 ,  G06T2207/20081 ,  G06T2207/20084 ,  G06T2207/20212 ,  G06T2207/20132 ,  G06V2201/07 ,  G06V10/776

Abstract: Systems and methods for object tracking are described. One or more aspects of the systems and methods include receiving a video depicting an object; generating object tracking information for the object using a student network, wherein the student network is trained in a second training phase based on a teacher network using an object tracking training set and a knowledge distillation loss that is based on an output of the student network and the teacher network, and wherein the teacher network is trained in a first training phase using an object detection training set that is augmented with object tracking supervision data; and transmitting the object tracking information in response to receiving the video.