Segmentation-based tracking by support fusion

► We introduce a novel method to fuse arbitrary single target tracking approaches. ► We show how to transform diverse tracking outputs to a common representation. ► Object segmentations are iteratively computed from the fused tracking outputs. ► Performance based weighting of the trackers further increases the accuracy. ► We fused three complementary tracking approaches in our experiments.