Title :
Performance evaluation of object recognition tasks in visual sensor networks
Author :
Baroffio, Luca ; Cesana, Matteo ; Redondi, Alessandro ; Tagliasacchi, M.
Author_Institution :
Dipt. di Elettron., Inf. e Bioingegneria, Politec. di Milano, Milan, Italy
Abstract :
We analyze the performance of TCP and UDP transport protocols when applied to image retrieval or object recognition in wireless visual sensor networks (VSN). We focus on two different paradigms for image analysis, namely compress-then-analyze (CTA) and analyze-then-compress (ATC). The former entails the transmission of JPEG encoded images from camera nodes to a server, where the analysis takes place. The latter consists in extracting and compressing local visual features on board camera nodes, before transmission to a remote location. The presented analysis is useful to assess the best coupling between application and transport layers under delay and accuracy constraints for different networking conditions.
Keywords :
image coding; image retrieval; image sensors; object recognition; transport protocols; wireless sensor networks; ATC; CTA; JPEG encoded image transmission; TCP; UDP transport protocols; VSN; analyze-then-compress; camera nodes; compress then analyze; image analysis; image retrieval; object recognition; performance evaluation; remote location; wireless visual sensor networks; Cameras; Delays; Feature extraction; Image coding; Object recognition; Transform coding; Visualization;
Conference_Titel :
Teletraffic Congress (ITC), 2014 26th International
Conference_Location :
Karlskrona
DOI :
10.1109/ITC.2014.6932943