Literature DB >> 20127206

Automated video analysis of animal movements using Gabor orientation filters.

Daniel A Wagenaar1, Wiliam B Kristan.   

Abstract

To quantify locomotory behavior, tools for determining the location and shape of an animal's body are a first requirement. Video recording is a convenient technology to store raw movement data, but extracting body coordinates from video recordings is a nontrivial task. The algorithm described in this paper solves this task for videos of leeches or other quasi-linear animals in a manner inspired by the mammalian visual processing system: the video frames are fed through a bank of Gabor filters, which locally detect segments of the animal at a particular orientation. The algorithm assumes that the image location with maximal filter output lies on the animal's body and traces its shape out in both directions from there. The algorithm successfully extracted location and shape information from video clips of swimming leeches, as well as from still photographs of swimming and crawling snakes. A Matlab implementation with a graphical user interface is available online, and should make this algorithm conveniently usable in many other contexts.

Entities:  

Mesh:

Year:  2010        PMID: 20127206      PMCID: PMC2841272          DOI: 10.1007/s12021-010-9062-1

Source DB:  PubMed          Journal:  Neuroinformatics        ISSN: 1539-2791


  18 in total

Review 1.  Fly flight: a model for the neural control of complex behavior.

Authors:  M A Frye; M H Dickinson
Journal:  Neuron       Date:  2001-11-08       Impact factor: 17.173

2.  The Gabor function extracts the maximum information from input local signals.

Authors:  K Okajima
Journal:  Neural Netw       Date:  1998-04

3.  Using machine vision to analyze and classify Caenorhabditis elegans behavioral phenotypes quantitatively.

Authors:  Joong-Hwan Baek; Pamela Cosman; Zhaoyang Feng; Jay Silver; William R Schafer
Journal:  J Neurosci Methods       Date:  2002-07-30       Impact factor: 2.390

Review 4.  The aerodynamics of insect flight.

Authors:  Sanjay P Sane
Journal:  J Exp Biol       Date:  2003-12       Impact factor: 3.312

Review 5.  Theta rhythm of navigation: link between path integration and landmark navigation, episodic and semantic memory.

Authors:  György Buzsáki
Journal:  Hippocampus       Date:  2005       Impact factor: 3.899

6.  Going wild: what a global small-animal tracking system could do for experimental biologists.

Authors:  Martin Wikelski; Roland W Kays; N Jeremy Kasdin; Kasper Thorup; James A Smith; George W Swenson
Journal:  J Exp Biol       Date:  2007-01       Impact factor: 3.312

7.  Curve-skeleton properties, applications, and algorithms.

Authors:  Nicu D Cornea; Deborah Silver; Patrick Min
Journal:  IEEE Trans Vis Comput Graph       Date:  2007 May-Jun       Impact factor: 4.579

8.  Relationships between horizontal interactions and functional architecture in cat striate cortex as revealed by cross-correlation analysis.

Authors:  D Y Ts'o; C D Gilbert; T N Wiesel
Journal:  J Neurosci       Date:  1986-04       Impact factor: 6.167

9.  Improvement in visual sensitivity by changes in local context: parallel studies in human observers and in V1 of alert monkeys.

Authors:  M K Kapadia; M Ito; C D Gilbert; G Westheimer
Journal:  Neuron       Date:  1995-10       Impact factor: 17.173

10.  Automatic tracking, feature extraction and classification of C elegans phenotypes.

Authors:  Wei Geng; Pamela Cosman; Charles C Berry; Zhaoyang Feng; William R Schafer
Journal:  IEEE Trans Biomed Eng       Date:  2004-10       Impact factor: 4.538

View more
  1 in total

1.  Alpha-conotoxin ImI disrupts central control of swimming in the medicinal leech.

Authors:  Daniel A Wagenaar; Ruben Gonzalez; David C Ries; William B Kristan; Kathleen A French
Journal:  Neurosci Lett       Date:  2010-09-15       Impact factor: 3.046

  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.