The paper presents a probabilistic Bayesian framework for object tracking using a combination of a corner-based model and coefficients of Undecimated wavelet packet transform (UWPT) inside a patch around each corner. This combination uses the UWPT coefficients patch helps to enrich the global representation of the object shape model by local descriptors. The goal is to maximize the posterior of the object global position. To this end, a voting mechanism is used based on the coherency among the model corners. The role of the local wavelet-based descriptors is to filter out some irrelevant observation before the voting process. Experimental results indicate good performances of the algorithm in crowd scenes and partial occlusions.

"A PROBABILISTIC BAYESIAN FRAMEWORK FOR MODEL-BASED OBJECT TRACKING USING UNDECIMATED WAVELET PACKET DESCRIPTORS"

REGAZZONI, CARLO
2008-01-01

Abstract

The paper presents a probabilistic Bayesian framework for object tracking using a combination of a corner-based model and coefficients of Undecimated wavelet packet transform (UWPT) inside a patch around each corner. This combination uses the UWPT coefficients patch helps to enrich the global representation of the object shape model by local descriptors. The goal is to maximize the posterior of the object global position. To this end, a voting mechanism is used based on the coherency among the model corners. The role of the local wavelet-based descriptors is to filter out some irrelevant observation before the voting process. Experimental results indicate good performances of the algorithm in crowd scenes and partial occlusions.
2008
9780769533414
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11567/237833
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 2
  • ???jsp.display-item.citation.isi??? ND
social impact