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Building Extraction and Change Detection in Multitemporal Aerial and Satellite Images in a Joint Stochastic Approach

TitreBuilding Extraction and Change Detection in Multitemporal Aerial and Satellite Images in a Joint Stochastic Approach
Type de publicationJournal Article
Nouvelles publications2009
AuteursBenedek, Csaba, Xavier Descombes, and Josiane Zerubia
Année de publication2009
Mots clésbirth and death dynamics, building extraction, Change detection, marked point process
Résumé

In this report we introduce a new probabilistic method which integrates building extraction with change detection in remotely sensed image pairs. A global optimization process attempts to find the optimal configuration of buildings, considering the observed data, prior knowledge, and interactions between the neighboring building parts. The accuracy is ensured by a Bayesian object model verification, meanwhile the computational cost is significantly decreased by a non-uniform stochastic object birth process, which proposes relevant objects with higher probability based on low-level image features.

URLhttp://hal.inria.fr/inria-00426615