epiTracker: A Framework for Highly Reliable Particle Tracking for the Quantitative Analysis of Fish Movements in Tanks

作者: Roman Bruch , Paul M. Scheikl , Ralf Mikut , Felix Loosli , Markus Reischl

DOI: 10.1177/2472630320977454

关键词:

摘要: Behavioral analysis of moving animals relies on a faithful recording and track to extract relevant parameters movement. To study group behavior social interactions, often simultaneous analyses individuals are required. detect for example identify the leader as opposed followers, one needs an error-free segmentation individual tracks throughout time. While automated tracking algorithms exist that quick easy use, inevitable errors will occur during tracking. solve this problem, we introduce robust algorithm called epiTracker multiple in two-dimensional (2D) videos along with easy-to-use correction method allows obtain segmentation. We have implemented two graphical user interfaces allow user-friendly control functions. Using six labeled 2D datasets, effort accurate labels is quantified compared alternative available software solutions. Both datasets publicly available.

参考文章(23)
Wong Poh Lee, Mohd Azam Osman, Abdullah Zawawi Talib, Jean-Marc Ogier, Khairun Yahya, Tracking Multiple Fish in a Single Tank Using an Improved Particle Filter Springer, Berlin, Heidelberg. pp. 799- 804 ,(2014) , 10.1007/978-3-642-41674-3_114
Aliaksandr Pautsina, Petr Císař, Dalibor Štys, Bendik Fyhn Terjesen, Åsa Maria O. Espmark, Infrared reflection system for indoor 3D tracking of fish Aquacultural Engineering. ,vol. 69, pp. 7- 17 ,(2015) , 10.1016/J.AQUAENG.2015.09.002
Johann Delcourt, Christophe Becco, Nicolas Vandewalle, Pascal Poncin, A video multitracking system for quantification of individual behavior in a large fish shoal: advantages and limits. Behavior Research Methods. ,vol. 41, pp. 228- 235 ,(2009) , 10.3758/BRM.41.1.228
Yair Shemesh, Yehezkel Sztainberg, Oren Forkosh, Tamar Shlapobersky, Alon Chen, Elad Schneidman, High-order social interactions in groups of mice eLife. ,vol. 2, ,(2013) , 10.7554/ELIFE.00759
Alfonso Pérez-Escudero, Julián Vicente-Page, Robert C Hinz, Sara Arganda, Gonzalo G de Polavieja, idTracker: tracking individuals in a group by automatic identification of unmarked animals Nature Methods. ,vol. 11, pp. 743- 748 ,(2014) , 10.1038/NMETH.2994
Andrew D. Straw, Kristin Branson, Titus R. Neumann, Michael H. Dickinson, Multi-camera real-time three-dimensional tracking of multiple flying animals Journal of the Royal Society Interface. ,vol. 8, pp. 395- 409 ,(2011) , 10.1098/RSIF.2010.0230
Shay Ohayon, Ofer Avni, Adam L. Taylor, Pietro Perona, S.E. Roian Egnor, Automated multi-day tracking of marked mice for the analysis of social behaviour Journal of Neuroscience Methods. ,vol. 219, pp. 10- 19 ,(2013) , 10.1016/J.JNEUMETH.2013.05.013
Fabrice de Chaumont, Renata Dos-Santos Coura, Pierre Serreau, Arnaud Cressant, Jonathan Chabout, Sylvie Granon, Jean-Christophe Olivo-Marin, Computerized video analysis of social interactions in mice Nature Methods. ,vol. 9, pp. 410- 417 ,(2012) , 10.1038/NMETH.1924
R.L. Dennis, R.C. Newberry, H.-W. Cheng, I. Estevez, Appearance Matters: Artificial Marking Alters Aggression and Stress Poultry Science. ,vol. 87, pp. 1939- 1946 ,(2008) , 10.3382/PS.2007-00311
E. Fontaine, D. Lentink, S. Kranenbarg, U. K. Muller, J. L. van Leeuwen, A. H. Barr, J. W. Burdick, Automated visual tracking for studying the ontogeny of zebrafish swimming. The Journal of Experimental Biology. ,vol. 211, pp. 1305- 1316 ,(2008) , 10.1242/JEB.010272