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

被引：0
|
作者：
Solera, Francesco [1 ]
Calderara, Simone [1 ]
Cucchiara, Rita [1 ]
机构：
[1] Univ Modena & Reggio Emilia, Dept Engn Enzo Ferrari, Modena, MO, Italy
来源：
2015 12TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS) | 2015年
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D O I：
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中图分类号：
TB8 [摄影技术];
学科分类号：
0804 ;
摘要：
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.
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页数：6
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