2003 · 27 citations · 5 references
ComputingComputer ScienceZoologyAnimal BehaviorComputer VisionWildlife BiologyAnimal TrackingMotion AnalysisMotion CaptureMotion EstimationParticle FilteringVisual TrackingAnimal Motion CaptureAnimal Movement MonitoringAnimal Movement TrackingAnimal Tracking SystemsFeature TrackingParticle Filter TrackingSpatial-temporal Movement Analysis
We describe a method for tracking animals in wildlife footage. It uses a CONDENSATION particle filtering frame-work driven by learnt characteristics of specific animals. The key contribution is a periodic model of animal motion based on the relative positions over time of trackable features at significant body points. We also introduce techniques for maintaining a multimodal state density within the particle filter over time to enable consistent tracking of multiple animals. Initial experiments show that the approach has considerable potential.
5
Neural networks for pattern recognition
Choice Reviews Online · 1994 · 18.7K citations
BraMBLe: a Bayesian multiple-blob tracker
Michael Isard, John MacCormick · 2002 · 632 citations
Learning and Tracking Cyclic Human Motion
Dirk Ormoneit, Hedvig Sidenbladh, Michael J. Black et al. · 2000 · 91 citations