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Segment Tracking via a Spatiotemporal Linking Process including Feedback Stabilization in an n-D Lattice Model
Bernstein Center for Computational Neuroscience Göttingen, Max-Planck Institute for Dynamics and Self-Organization, Bunsenstrasse 10, 37073 Göttingen, Germany
Institut de Robòtica i Informàtica Industrial (CSIC-UPC), Llorens i Artigas 4-6, 08028 Barcelona, Spain
Bernstein Center for Computational Neuroscience Göttingen, Department for Computational Neuroscience, III. Physikalisches Institut, Georg-August University Göttingen - Biophysik, Friedrich-Hund Platz 1, 37077 Göttingen, Germany;
* Author to whom correspondence should be addressed.
Received: 7 August 2009; in revised form: 5 November 2009 / Accepted: 9 November 2009 / Published: 20 November 2009
Abstract: Model-free tracking is important for solving tasks such as moving-object tracking and action recognition in cases where no prior object knowledge is available. For this purpose, we extend the concept of spatially synchronous dynamics in spin-lattice models to the spatiotemporal domain to track segments within an image sequence. The method is related to synchronization processes in neural networks and based on superparamagnetic clustering of data. Spin interactions result in the formation of clusters of correlated spins, providing an automatic labeling of corresponding image regions. The algorithm obeys detailed balance. This is an important property as it allows for consistent spin-transfer across subsequent frames, which can be used for segment tracking. Therefore, in the tracking process the correct equilibrium will always be found, which is an important advance as compared with other more heuristic tracking procedures. In the case of long image sequences, i.e., movies, the algorithm is augmented with a feedback mechanism, further stabilizing segment tracking.
Keywords: model-free segment tracking; image motion; image segmentation
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Dellen, B.; Erdal Aksoy, E.; Wörgötter, F. Segment Tracking via a Spatiotemporal Linking Process including Feedback Stabilization in an n-D Lattice Model. Sensors 2009, 9, 9355-9379.
Dellen B, Erdal Aksoy E, Wörgötter F. Segment Tracking via a Spatiotemporal Linking Process including Feedback Stabilization in an n-D Lattice Model. Sensors. 2009; 9(11):9355-9379.
Dellen, Babette; Erdal Aksoy, Eren; Wörgötter, Florentin. 2009. "Segment Tracking via a Spatiotemporal Linking Process including Feedback Stabilization in an n-D Lattice Model." Sensors 9, no. 11: 9355-9379.