A multi-object video tracking method based on spatial constraints

Haitao Shan; Hui Zhou; Guodong Xin; Yaowei Chang; Bing Li

doi:10.1117/12.3029770

21 June 2024 A multi-object video tracking method based on spatial constraints

Haitao Shan, Hui Zhou, Guodong Xin, Yaowei Chang, Bing Li

Proceedings Volume 13167, International Conference on Remote Sensing, Mapping, and Image Processing (RSMIP 2024); 131673K (2024) https://doi.org/10.1117/12.3029770
Event: International Conference on Remote Sensing, Mapping and Image Processing (RSMIP 2024), 2024, Xiamen, China

Abstract

Aiming at technical advantages of quickly discover and real-time tracking focused on targets with UAV video, we propose a multi-object tracking method based on spatial constraints. Utilizing the pre-training model of YOLOv7, we do a little work of model modification with UAVDT dataset and a small self-made dataset, then train a special object detection model for identifying and positioning vehicles in the battlefield environment; according to features of battlefield environment, we adopt classification and grading association method to determine the correlation between detection box and object, and propose a data association method based on spatial constraints and object re-identification, compared to current popular algorithms, which effectively improved the ID_SW and reduce the number of object ID switching.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Haitao Shan, Hui Zhou, Guodong Xin, Yaowei Chang, and Bing Li "A multi-object video tracking method based on spatial constraints", Proc. SPIE 13167, International Conference on Remote Sensing, Mapping, and Image Processing (RSMIP 2024), 131673K (21 June 2024); https://doi.org/10.1117/12.3029770

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Object detection

Target detection

Detection and tracking algorithms

Data modeling

Matrices

Video

Computer vision technology

Show All Keywords

Keywords/Phrases

Search In:

Publication Years