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[Challenge winner IWOT4S] High-Speed Tracking-by-Detection Without Using Image Information
Zitatschlüssel 1517Bochinski2017
Autor Erik Bochinski and Volker Eiselein and Thomas Sikora
Buchtitel International Workshop on Traffic and Street Surveillance for Safety and Security at IEEE AVSS 2017
Seiten 1–6
Jahr 2017
Adresse Lecce, Italy
Monat aug
Notiz ISBN:978-1-5386-2939-0/17
Zusammenfassung Tracking-by-detection is a common approach to multi- object tracking. With ever increasing performances of ob- ject detectors, the basis for a tracker becomes much more reliable. In combination with commonly higher frame rates, this poses a shift in the challenges for a successful tracker. That shift enables the deployment of much simpler tracking algorithms which can compete with more sophisticated approaches at a fraction of the computational cost. We present such an algorithm and show with thorough experiments its potential using a wide range of object detectors. The proposed method can easily run at 100K fps while outperforming the state-of-the-art on the DETRAC vehicle tracking dataset.
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