Interactive tracking of insect posture

Shen, Minmin; Li, Chen; Huang, Wei; Szyszka, Paul; Shirahama, Kimiaki; Grzegorzek, Marcin; Merhof, Dorit; Deussen, Oliver

Interactive tracking of insect posture

Dateien

Shen_0-295654.pdfGröße: 2.38 MBDownloads: 439

Datum

2016

Autor:innen

Shen, Minmin

Li, Chen

Huang, Wei

Szyszka, Paul

Shirahama, Kimiaki

Grzegorzek, Marcin

Merhof, Dorit

Deussen, Oliver

Publikationstyp

Zeitschriftenartikel

unikn.publication.listelement.citation.prefix.version.undefined

Pattern Recognition. 2016, 48(11), pp. 3560-3571. ISSN 0031-3203. eISSN 1873-5142. Available under: doi: 10.1016/j.patcog.2015.05.011

Zusammenfassung

In this paper, we present an association based tracking approach to track multiple insect body parts in a set of low frame-rate videos. The association is formulated as a MAP problem and solved by the Hungarian algorithm. Different from a traditional track-and-then-rectification scheme, this framework refines the tracking hypotheses in an interactive fashion: it integrates a key frame selection approach to minimize the number of frames for user correction while optimizing the final hypotheses. Given user correction, it takes user inputs to rectify the incorrect hypotheses on the other frames. Thus, the framework improves the tracking accuracy by introducing active key frame selection and interactive components, enabling a flexible strategy to achieve a trade-off between human effort and tracking precision. Given the refined tracks at a bounding box (BB) level, the tip of each body part is estimated, and multiple body parts in a BB are further differentiated. The efficiency and the effectiveness of the framework are verified on challenging video datasets for insect behavioral experiments.

Fachgebiet (DDC)

570 Biowissenschaften, Biologie

Zitieren

ISO 690

SHEN, Minmin, Chen LI, Wei HUANG, Paul SZYSZKA, Kimiaki SHIRAHAMA, Marcin GRZEGORZEK, Dorit MERHOF, Oliver DEUSSEN, 2016. Interactive tracking of insect posture. In: Pattern Recognition. 2016, 48(11), pp. 3560-3571. ISSN 0031-3203. eISSN 1873-5142. Available under: doi: 10.1016/j.patcog.2015.05.011

BibTex

@article{Shen2016Inter-31291,
  year={2016},
  doi={10.1016/j.patcog.2015.05.011},
  title={Interactive tracking of insect posture},
  number={11},
  volume={48},
  issn={0031-3203},
  journal={Pattern Recognition},
  pages={3560--3571},
  author={Shen, Minmin and Li, Chen and Huang, Wei and Szyszka, Paul and Shirahama, Kimiaki and Grzegorzek, Marcin and Merhof, Dorit and Deussen, Oliver}
}

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Universitätsbibliographie

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