JOURNAL ARTICLE

Research of Mean Shift target tracking with Spatiogram Corrected Background-Weighted Histogram

Abstract

For traditional mean shift tracking algorithm based on histogram, tracking is failing when target appears under the complicated tracking conditions. It can't significantly distinguish color-similar targets and backgrounds. This thesis proposed a kind of Mean Shift tracking algorithm based on Spatiogram Corrected Background Weighted Histogram and offered detailed derivation of the new algorithm. It can enhance targeting positioning by reducing background prominent feature in target models. Its experiment shows that the algorithm can effectively track the targets on complicated situations of occlusion and illumination variations. It improved the limitations that traditional Mean Shift template can't be updated.

Keywords:
Mean-shift Histogram Artificial intelligence Tracking (education) Computer science Computer vision Feature (linguistics) Pattern recognition (psychology) Histogram of oriented gradients Color histogram Image (mathematics) Image processing Color image

Metrics

2
Cited By
0.21
FWCI (Field Weighted Citation Impact)
6
Refs
0.58
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 Measurement and Detection Methods
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering

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