Paper: | IMDSP-L1.5 | ||
Session: | Image and Video Analysis | ||
Time: | Wednesday, May 19, 14:20 - 14:40 | ||
Presentation: | Lecture | ||
Topic: | Image and Multidimensional Signal Processing: Image and Video Analysis | ||
Title: | CONTOUR-BASED OBJECT TRACKING WITH GRADIENT-BASED CONTOUR ATTRACTION FIELD | ||
Authors: | Petr Dokládal; Paris School of Mines | ||
Raffi Enficiaud; Paris School of Mines | |||
Eva Dejnožková; Paris School of Mines | |||
Abstract: | The object tracking is a problem which is very often addressed by various approaches as the background subtraction, visual constancy or geometric flow, to cite only a few.The contribution of this paper is twofold: First, it proposes an enhanced feature-weighted gradient, enhancing the contours of the object characterized by this feature, and attenuating the gradient amplitude wherever the feature is not found.The second, and main contribution, is a new integrator for active-contours based tracking. It uses the gradient alongside the object contours and generates a bidirectional attraction field.The combination of the contour tracking and the weighted gradient is illustrated on the driver's-face tracking problem, where the illumination conditions (brightness, colour) change as the vehicle passes through different environments. | ||
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