Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
An Evolution Perception Mechanism for Organizing and Displaying 3D Shape Collections Read chapter Read first chapter

2017 | OriginalPaper | Chapter

Skeleton-Based 3D Tracking of Multiple Fish From Two Orthogonal Views

Authors : Zhiming Qian, Meiling Shi, Meijiao Wang, Tianrui Cun

Published in: Computer Vision

Publisher: Springer Singapore

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This paper proposes a skeleton-based method for tracking multiple fish in 3D space. First, skeleton analysis is performed to simplify object into feature point representation according to shape characteristics of fish. Next, based on the obtained feature points, object association and matching are achieved to acquire the motion trajectories of fish in 3D space. This process relies on top-view tracking that is supplemented by side-view detection. While fully exploiting the shape and motion information of fish, the proposed method is able to solve the problems of frequent occlusions that occur during the tracking process and has good tracking performance.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
previous chapter C-CNN: Cascaded Convolutional Neural Network for Small Deformable and Low Contrast Object Localization
next chapter A Retinal Adaptation Model for HDR Image Compression
Literature
1.
Butail, S., Paley, D.A.: 3d reconstruction of the fast-start swimming kinematics of densely schooling fish. Journal of the Royal Society Interface 9(66), 77–88 (2012)CrossRef
2.
Delcourt, J., Denoël, M., Ylieff, M., Poncin, P.: Video multitracking of fish behaviour: a synthesis and future perspectives. Fish & Fisheries 14(2), 186–204 (2013)CrossRef
3.
Dell, A.I., Bender, J.A., Branson, K., Couzin, I.D., et al.: Automated image-based tracking and its application in ecology. Trends in ecology & evolution 29(7), 417–428 (2014)CrossRef
4.
Maaswinkel, H., Zhu, L., Weng, W.: Using an automated 3d-tracking system to record individual and shoals of adult zebrafish. Journal of Visualized Experiments 82(82), e50681 (2013)
5.
Martineau, P.R., Mourrain, P.: Tracking zebrafish larvae in group-status and perspectives. Methods 62(3), 292–303 (2013)CrossRef
6.
Nimkerdphol, K., Nakagawa, M.: Effect of sodium hypochlorite on zebrafish swimming behavior estimated by fractal dimension analysis. Journal of bioscience and bioengineering 105(5), 486–492 (2008)CrossRef
7.
Pérez-Escudero, A., Vicente-Page, J., Hinz, R.C., Arganda, S., de Polavieja, G.G.: idtracker: tracking individuals in a group by automatic identification of unmarked animals. Nature Methods 11(7), 743–748 (2014)CrossRef
8.
Qian, Z.M., Wang, S.H., Cheng, X.E., Chen, Y.Q.: An effective and robust method for tracking multiple fish in video image based on fish head detection. BMC bioinformatics 17(1), 251–263 (2016)CrossRef
9.
Telea, A., Wijk, J.J.V.: An augmented fast marching method for computing skeletons and centerlines. Vissym Proceedings of the Symposium on Data Visualisation pp. 251-ff (2002)
10.
Voesenek, C.J., Pieters, R.P.M., Leeuwen, J.L.V.: Automated reconstruction of three-dimensional fish motion, forces, and torques. PloS one 11(1), e0146682 (2016)CrossRef
11.
Wang, S.H., Liu, X., ad Y. Liu, J.Z., Chen, Y.Q.: 3d tracking swimming fish school using a master view tracking first strategy. IEEE International Conference on BIBM pp. 516–519 (2016)
12.
Zhu, L., Weng, W.: Catadioptric stereo-vision system for the real-time monitoring of 3d behavior in aquatic animals. Physiology & behavior 91(1), 106–119 (2007)CrossRef
Metadata
Title
Skeleton-Based 3D Tracking of Multiple Fish From Two Orthogonal Views
Authors
Zhiming Qian
Meiling Shi
Meijiao Wang
Tianrui Cun
Copyright Year
2017
Publisher
Springer Singapore
Book
Computer Vision

Print ISBN: 978-981-10-7298-7

Electronic ISBN: 978-981-10-7299-4

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-981-10-7299-4_3

Premium Partner

    Image Credits