Method for improving tracking in crowded situations using rival compensation
A method for tracking objects across a number of image frames includes tracking objects in the frames based on appearance models of each foreground region corresponding to each of the objects and determining if a plurality of the tracked objects overlap. Where a plurality of the tracked objects overlap, the method creates compensated appearance models for each of the plurality of overlapping objects by attenuating common appearance features among the corresponding appearance models; and tracks the plurality of overlapping objects based on the created compensated appearance models.
1. A method for tracking a first object across a number of images, the method comprising:
obtaining and storing an exemplar view for the first object and an associated appearance model thereof in a first image;
forming, in association with a second image, an adjusted colour appearance model of the first object based on the associated appearance model of the first object and an appearance model of at least one second object which is located within a predetermined distance from the first object;
determining a scale and centroid adjustment of the exemplar view based on the adjusted colour appearance model;
applying tracking to the first object in the second image to determine a position of the first object in the second image; and
correcting the position of the first object in the second image according to the determined scale and centroid adjustment.
2. A method according to claim 1 , in which the adjusted appearance model comprises a compensated appearance model formed by attenuating common appearance features amongst the corresponding appearance models of at least the nearby second object.
3. A method for tracking a first object across a number of images, the method comprising:
obtaining and storing an exemplar view for the first object and an associated appearance model thereof in a first image;
forming, in association with a second image, an adjusted colour appearance model of the first object based on the associated appearance model of the first object and an appearance model of at least one second object which is located within a predetermined distanced from the first object;
determining a centroid adjustment of the exemplar view based on the adjusted appearance model;
applying tracking to the first object in the second image to determine a position of the first object in the second image; and
correcting the position of the first object in the second image according to the determined centroid adjustment.
4. A method according to claim 3 , in which the adjusted appearance model comprises a compensated appearance model formed by attenuating common appearance features amongst the corresponding appearance models of at least the nearby second object.
5. A non-transitory computer readable storage medium having a program recorded thereon, the program being executable by a processor to perform a method to track a first object across a number of images, the method comprising:
obtaining and storing an exemplar view for the first object and an associated appearance model thereof in a first image;
forming, in association with a second image, an adjusted colour appearance model of the first object based on the associated appearance model of the first object and an appearance model of at least one second object which is located within a predetermined distance from the first object;
determining a scale and centroid adjustment of the exemplar view based on the adjusted colour appearance model;
applying tracking to the first object in the second image to determine a position of the first object in the second image; and
correcting the position of the first object in the second image according to the determined scale and centroid adjustment.
6. A non-transitory computer readable storage medium according to claim 5 , in which the adjusted appearance model comprises a compensated appearance model formed by attenuating common appearance features amongst the corresponding appearance models of at least the nearby second object.
7. A non-transitory computer readable storage medium having a program recorded thereon, the program being executable by a processor to perform a method to track a first object across a number of images, the method comprising:
obtaining and storing an exemplar view for the first object and an associated appearance model thereof in a first image;
forming, in association with a second image, an adjusted colour appearance model of the first object based on the associated appearance model of the first object and an appearance model of at least one second object which is located within a predetermined distance from the first object;
determining a centroid adjustment of the exemplar view based on the adjusted colour appearance model;
applying tracking to the first object in the second image to determine a position of the first object in the second image; and
correcting the position of the first object in the second image according to the determined centroid adjustment.
8. A non-transitory computer readable storage medium according to claim 7 , in which the adjusted appearance model comprises a compensated appearance model formed by attenuating common appearance features amongst the corresponding appearance models of at least the nearby second object.