This work proposes novel approaches for object tracking in challenging scenarios like severe
occlusion deteriorated vision and long range multi-object reidentification. All these
solutions are only based on image sequence captured by a monocular camera and do not require
additional sensors. Experiments on standard benchmarks demonstrate an improved state-of-the-art
performance of these approaches. Since all the presented approaches are smartly designed they
can run at a real-time speed.