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Visual tracking of multiple objects is a fundamental aspect of many video-based systems. Today, there are reliable algorithms that can track a small number of objects in restricted situations. However, the tracking of a large number of objects in uncontrolled situations involving interacting objects with complex dynamics is still a challenge. In this situation, the typical assumptions of linearity...