We presented an extended abstract entitled “An Overview of the SVIRO Dataset and Benchmark” at the ACM Computer Science in Cars Symposium (CSCS 2019) held at the DFKI in Kaiserslautern in October. This work gives a short introduction about our dataset and the problem statement we want to investigate. The full paper is accepted at IEEE WACV 2020.