Title :
Temporal multi-modal mean
Author :
Azmat, Shoaib ; Wills, Linda ; Wills, Scott
Author_Institution :
Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
A temporal reasoning technique is presented for scene analysis. Rather than simply classifying everything in a scene as either dynamically moving foreground or long-lasting, stationary background, a temporal model is used to place each scene object in time relative to each other. It attributes each scene object with temporal information, such as object age and observability (i.e., how often it is observed). This technique provides richer information about temporal scene events than traditional foreground/background segmentation. It builds on an existing low-cost adaptive background modeling technique that makes it suitable for embedded, real-time platforms.
Keywords :
image classification; image motion analysis; natural scenes; object detection; temporal reasoning; adaptive background modeling technique; dynamically moving foreground; embedded real-time platform; scene analysis; scene object; stationary background; temporal information; temporal multimodal mean; temporal reasoning technique; temporal scene events; Adaptation models; Cognition; Color; Computational modeling; Heuristic algorithms; Image color analysis; Observability; Multimodal mean; background modeling; scene analysis; temporal reasoning;
Conference_Titel :
Image Analysis and Interpretation (SSIAI), 2012 IEEE Southwest Symposium on
Conference_Location :
Santa Fe, NM
Print_ISBN :
978-1-4673-1831-0
Electronic_ISBN :
978-1-4673-1829-7
DOI :
10.1109/SSIAI.2012.6202456