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Real-Time Object Tracking Based on Optical Flow and Active Rays


Kalafatić, Zoran; Ribarić, Slobodan; Stanisavljević, Vladimir
Real-Time Object Tracking Based on Optical Flow and Active Rays // Proceedings of the 10th Mediterranean Electrotechnical Conference : MELECON 2000 ; Vol. II : Signal and Image Processing / Constantinos, Pattichis S. ; Stathis, Panis (ur.).
Limassol: IEEE, 2000. str. 542-545 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Real-Time Object Tracking Based on Optical Flow and Active Rays

Autori
Kalafatić, Zoran ; Ribarić, Slobodan ; Stanisavljević, Vladimir

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 10th Mediterranean Electrotechnical Conference : MELECON 2000 ; Vol. II : Signal and Image Processing / Constantinos, Pattichis S. ; Stathis, Panis - Limassol : IEEE, 2000, 542-545

Skup
Mediterranean Electrotechnical Conference (10 ; 2000)

Mjesto i datum
Limassol, Cipar, 29-31.05.2000

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Computer vision; dynamic scene analysis; optical flow; object tracking; active contours; active rays

Sažetak
A real-time system for tracking multiple quasi-rigid objects is presented. To enable the tracking of objects having similar gray-level intensity during contacts, we use dynamic information extracted by computing sparse optical flow along the object contours. Optical flow vectors are used for updating the positions of the tracked contours in a sequence of image frames. The local properties of optical flow enable the system to track the objects during and after contact, when parts of object contours become hidden. The missing dynamic information is reconstructed by using a model of constant optical flow along an object contour. To deal with the contours of changing-shape, a contour-correcting procedure based on an active contour model is added. The robustness of the tracking algorithm is improved by adding a supervision module, which detects tracking failures and reinitializes the lost contours. The system has been tested on real sequences with laboratory animals during pharmacological experiments and has been shown to be sufficiently robust and efficient.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
036022
036023

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb

Citiraj ovu publikaciju

Kalafatić, Zoran; Ribarić, Slobodan; Stanisavljević, Vladimir
Real-Time Object Tracking Based on Optical Flow and Active Rays // Proceedings of the 10th Mediterranean Electrotechnical Conference : MELECON 2000 ; Vol. II : Signal and Image Processing / Constantinos, Pattichis S. ; Stathis, Panis (ur.).
Limassol: IEEE, 2000. str. 542-545 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Kalafatić, Z., Ribarić, S. & Stanisavljević, V. (2000) Real-Time Object Tracking Based on Optical Flow and Active Rays. U: Constantinos, P. & Stathis, P. (ur.)Proceedings of the 10th Mediterranean Electrotechnical Conference : MELECON 2000 ; Vol. II : Signal and Image Processing.
@article{article, year = {2000}, pages = {542-545}, keywords = {computer vision, dynamic scene analysis, optical flow, object tracking, active contours, active rays}, title = {Real-Time Object Tracking Based on Optical Flow and Active Rays}, keyword = {computer vision, dynamic scene analysis, optical flow, object tracking, active contours, active rays}, publisher = {IEEE}, publisherplace = {Limassol, Cipar} }