Skip to main navigation Skip to search Skip to main content

The delta generalized labeled multi-Bernoulli filter for cell tracking

  • North East Forestry University
  • Harbin Institute of Technology
  • College of Wildlife and Protected Area, Northeast Forestry University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Cell tracking automatically in time-lapse image sequences is important for understanding the dynamic pattern of micro-cell. In this paper, we present a novel method for tracking cell with shape feature based on the delta generalized labeled multi-Bernoulli (δ-GLMB) filter which is of great research significance. The δ-GLMB filter with cell shape parameters can improve the tracking accuracy. This approach is evaluated and compared with raw detection using the generalized optimal sub-pattern assignment (GOSPA) metric on real N2DH-SIM cell sequences. Experiment results show that the δ-GLMB filter can provide the shape information as well as the better estimation than raw detection and KTH method.

Original languageEnglish
Title of host publicationProceedings - 2018 IEEE 18th International Conference on Bioinformatics and Bioengineering, BIBE 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages215-220
Number of pages6
ISBN (Electronic)9781538662168
DOIs
StatePublished - 6 Dec 2018
Event18th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2018 - Taichung, Taiwan, Province of China
Duration: 29 Oct 201831 Oct 2018

Publication series

NameProceedings - 2018 IEEE 18th International Conference on Bioinformatics and Bioengineering, BIBE 2018

Conference

Conference18th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2018
Country/TerritoryTaiwan, Province of China
CityTaichung
Period29/10/1831/10/18

Keywords

  • Cell tracking
  • Generalized labeled multi-Bernoulli filter
  • Random finite set(RFS)
  • Shape information

Fingerprint

Dive into the research topics of 'The delta generalized labeled multi-Bernoulli filter for cell tracking'. Together they form a unique fingerprint.

Cite this