JOURNAL ARTICLE

Detecting and tracking moving objects for video surveillance

Abstract

We address the problem of detection and tracking of moving objects in a video stream obtained from a moving airborne platform. The proposed method relies on a graph representation of moving objects which allows to derive and maintain a dynamic template of each moving object by enforcing their temporal coherence. This inferred template along with the graph representation used in our approach allows us to characterize objects trajectories as an optimal path in a graph. The proposed tracker allows to deal with partial occlusions, stop and go motion in very challenging situations. We demonstrate results on a number of different real sequences. We then define an evaluation methodology to quantify our results and show how tracking overcome detection errors.

Keywords:
Computer science Computer vision Artificial intelligence Video tracking Object detection Coherence (philosophical gambling strategy) Graph Tracking (education) Representation (politics) Object (grammar) Pattern recognition (psychology) Mathematics Theoretical computer science

Metrics

214
Cited By
13.62
FWCI (Field Weighted Citation Impact)
11
Refs
0.99
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Human Pose and Action Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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