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The enhanced flock of trackers

Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

Details

Original languageEnglish
Title of host publicationRegistration and Recognition in Images and Videos
PublisherSpringer Verlag
Pages113-136
Number of pages24
Volume532
ISBN (Print)9783642449062
DOIs
Publication statusPublished - 2014
Publication typeA3 Part of a book or another research book

Publication series

NameStudies in Computational Intelligence
Volume532
ISSN (Print)1860949X

Abstract

The paper presents contributions to the design of the Flock of Trackers (FoT). The FoT estimates the pose of the tracked object by robustly combining displacement estimates from a subset of local trackers that cover the object and has been. The enhancements of the Flock of Trackers are: (i) new reliability predictors for the local trackers - the Neighbourhood consistency predictor and the Markov predictor, (ii) new rules for combining the predictions and (iii) introduction of a RANSAC-based estimator of object motion. The enhanced FoT was extensively tested on 62 sequences.Most of the sequences are standard and used in the literature. The improved FoT showed performance superior to the reference method. For all 62 sequences, the ground truth is made publicly available.

ASJC Scopus subject areas