Human tracking using TLD with Automatic Initiation

作者: Jiawei Shi , Xianmei Wang , Xiaohuer

DOI: 10.1145/3242840.3242855

关键词:

摘要: To realize human tracking, a framework by TLD tracking algorithm and dynamic average background modeling is shown in this paper. First, totally automatically initiation module given classification, which output candidate confirmed patches. Then employed to track each object until it disappear. Both of the initializer are used together decide how further update list. Experiments results on PETS show performance our solution.

参考文章(12)
Tomas Vojir, Jana Noskova, Jiri Matas, Robust scale-adaptive mean-shift for tracking Pattern Recognition Letters. ,vol. 49, pp. 250- 258 ,(2014) , 10.1016/J.PATREC.2014.03.025
Gustavo Führ, Cláudio Rosito Jung, Combining patch matching and detection for robust pedestrian tracking in monocular calibrated cameras Pattern Recognition Letters. ,vol. 39, pp. 11- 20 ,(2014) , 10.1016/J.PATREC.2013.08.031
Zdenek Kalal, Krystian Mikolajczyk, Jiri Matas, Tracking-Learning-Detection IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 34, pp. 1409- 1422 ,(2012) , 10.1109/TPAMI.2011.239
Keni Bernardin, Rainer Stiefelhagen, Evaluating multiple object tracking performance: the CLEAR MOT metrics Eurasip Journal on Image and Video Processing. ,vol. 2008, pp. 1- 10 ,(2008) , 10.1155/2008/246309
Anton Andriyenko, Stefan Roth, Konrad Schindler, An analytical formulation of global occlusion reasoning for multi-target tracking international conference on computer vision. pp. 1839- 1846 ,(2011) , 10.1109/ICCVW.2011.6130472
M. D. Breitenstein, F. Reichlin, B. Leibe, E. Koller-Meier, L. Van Gool, Online Multiperson Tracking-by-Detection from a Single, Uncalibrated Camera IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 33, pp. 1820- 1833 ,(2011) , 10.1109/TPAMI.2010.232
J. Berclaz, F. Fleuret, E. Turetken, P. Fua, Multiple Object Tracking Using K-Shortest Paths Optimization IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 33, pp. 1806- 1819 ,(2011) , 10.1109/TPAMI.2011.21
Zhixing Jin, Bir Bhanu, Analysis-by-synthesis Computer Vision and Image Understanding. ,vol. 134, pp. 48- 63 ,(2015) , 10.1016/J.CVIU.2014.10.001
Hongjun Sun, Tao Yu, Crane tracking and monitoring system based on TLD algorithm instrumentation and measurement technology conference. pp. 1- 5 ,(2016) , 10.1109/I2MTC.2016.7520351