Title :
Three-dimensional adaptive sensing of people in a multi-camera setup
Author :
Andersen, M. ; Andersen, R.S. ; Katsarakis, N. ; Pnevmatikakis, A. ; Tan, Z.-H.
Author_Institution :
Dept. of Electron. Syst., Aalborg Univ., Aalborg, Denmark
Abstract :
Sensing the presence and state of people is of paramount importance in assistive living environments. In this paper we utilise a set of fixed, calibrated cameras to model the bodies of people directly in three dimensions. An adaptive foreground segmentation algorithm is run per camera, providing evidence to be collected in 3D body blobs. A particle filter tracker allows monitoring the modelled bodies across time, offering estimations of their state by using hot-spots and body posture. We apply our system on fall detection and activity monitoring for the elderly, addressing both emergency and cognitive care.
Keywords :
assisted living; feature extraction; image segmentation; medical image processing; particle filtering (numerical methods); 3D body blobs; activity monitoring; adaptive foreground segmentation algorithm; assistive living environments; body posture; calibrated cameras; fall detection; hot-spots; modelled bodies monitoring; particle filter tracker; Cameras; Noise; Radar tracking; Real-time systems; Robustness; Target tracking; Three-dimensional displays;
Conference_Titel :
Signal Processing Conference, 2010 18th European
Conference_Location :
Aalborg