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Towards the evaluation of reproducible robustness in tracking-by-detection

Abstract: Conventional experiments on MTT are built upon the belief that fixing the detections to different trackers is sufficient to obtain a fair comparison. In this work we argue how the true behavior of a tracker is exposed when evaluated by varying the input detections rather than by fixing them. We propose a systematic and reproducible protocol and a MATLAB toolbox for generating synthetic data starting from ground truth detections, a proper set of metrics to understand and compare trackers peculiarities and respective visualization solutions.


Solera, Francesco; Calderara, Simone; Cucchiara, Rita "Towards the evaluation of reproducible robustness in tracking-by-detection" AVSS 2015 : 12th IEEE International Conference on Advanced Video and Signal-Based Surveillance : August 25-28, 2015, Karlsruhe Institute of Technology & Fraunhofer IOSB, Karlsruhe, Germany, Karlsrhue (Germany), pp. 1 -6 , 25-28 August, 2015 DOI: 10.1109/AVSS.2015.7301755

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