Title :
Towards the evaluation of reproducible robustness in tracking-by-detection
Author :
Francesco Solera;Simone Calderara;Rita Cucchiara
Author_Institution :
Department of Engineering Enzo Ferrari, University of Modena and Reggio Emilia, 41121 MO, Italy
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.
Keywords :
"Target tracking","Robustness","Detectors","Trajectory","Protocols"
Conference_Titel :
Advanced Video and Signal Based Surveillance (AVSS), 2015 12th IEEE International Conference on
DOI :
10.1109/AVSS.2015.7301755