Title :
Motion detection, labeling, data association and tracking, in real-time on RISC computer
Author :
Lacassagne, Lionel ; Milgram, Maurice ; Garda, Patrick
Author_Institution :
Lab. des Instrum. et Syst., Univ. Pierre et Marie Curie, Paris, France
Abstract :
This article introduces some algorithms for motion detection and tracking. To be able to track moving objects, the analysis rate must be fast enough in order to keep the considered movements slow (and the features of the objects not changing too fast). We present a Markov random field-based motion detection algorithm running in real time on a Pentium II and DSP C6x. For the medium level, we have developed a fast labelling algorithm; a benchmark is provided. The high level is fast because the previous processing steps are running at a faster rate than the video rate
Keywords :
Markov processes; feature extraction; motion estimation; real-time systems; reduced instruction set computing; tracking; video signal processing; DSP C6x; Markov random field; Pentium II; RISC computer; benchmark; data association; motion detection; object features; real-time tracking; video rate; Digital signal processing; Image coding; Instruments; Labeling; Markov random fields; Motion detection; Reduced instruction set computing; Tracking; Video compression; Virtual colonoscopy;
Conference_Titel :
Image Analysis and Processing, 1999. Proceedings. International Conference on
Conference_Location :
Venice
Print_ISBN :
0-7695-0040-4
DOI :
10.1109/ICIAP.1999.797648