Prediction of Multi-target Dynamics Using Discrete Descriptors: an Interactive Approach

Mohamad Baydoun; Damian Campo; Divya Kanapram; Lucio Marcenaro; Carlo S. Regazzoni

ICASSP 2019accepted0 citations

Prediction of Multi-target Dynamics Using Discrete Descriptors: an Interactive Approach

Mohamad Baydoun, Damian Campo, Divya Kanapram, Lucio Marcenaro, Carlo S. Regazzoni

Abstract

We propose a probabilistic method to track and interpret the interactions of moving objects. The proposed method is based on the analysis of location data from different moving objects that modify their dynamics according to rules of interactions, namely attractive and repulsive forces governing objects' motions in a scene. Our method uses a Bayesian structure to identify key elements of the interplay rules and facilitates the prediction of objects' dynamics as an interacting system. Such a prediction facilitates the detection of abnormalities by identifying unseen interaction effects in the scene.

BibTeX

@inproceedings{icassp2019_predictionofmult,
  title = {Prediction of Multi-target Dynamics Using Discrete Descriptors: an Interactive Approach},
  author = {Mohamad Baydoun and Damian Campo and Divya Kanapram and Lucio Marcenaro and Carlo S. Regazzoni},
  booktitle = {ICASSP 2019},
  year = {2019}
}