A multi-view annotation tool for people detection evaluation

作者: Ákos Utasi , Csaba Benedek

DOI: 10.1145/2304496.2304499

关键词: State (computer science)Ground planeKey (cryptography)Calibration (statistics)Computer visionArtificial intelligenceRectangleGround truthAnnotationComputer scienceData miningPosition (vector)

摘要: In this paper we introduce a novel multi-view annotation tool for generating 3D ground truth data of the real location people in scene. The proposed allows user to accurately select occupancy by aligning an oriented rectangle on plane. addition, height can also be adjusted. order achieve precise is aided video frames multiple synchronized and calibrated cameras. Finally, easily converted 2D image positions using available calibration matrices. One key advantage technique that different methods compared against each other, whether they estimate world position or camera images. Therefore, defined two error metrics, which quantitatively evaluate estimated positions. We used annotate publicly datasets, evaluated metrics state art algorithms.

参考文章(13)
Ieee Robotics, IEEE journal of robotics and automation Institute of Electrical and Electronics Engineers. ,(1985)
Ákos Utasi, Csaba Benedek, Multi-camera People Localization and Height Estimation Using Multiple Birth-and-Death Dynamics Computer Vision – ACCV 2010 Workshops. pp. 74- 83 ,(2011) , 10.1007/978-3-642-22822-3_8
Weina Ge, Robert T. Collins, Crowd detection with a multiview sampler european conference on computer vision. pp. 324- 337 ,(2010) , 10.1007/978-3-642-15555-0_24
Anton Andriyenko, Konrad Schindler, Globally optimal multi-target tracking on a hexagonal lattice european conference on computer vision. pp. 466- 479 ,(2010) , 10.1007/978-3-642-15549-9_34
Akos Utasi, Csaba Benedek, A 3-D marked point process model for multi-view people detection CVPR 2011. pp. 3385- 3392 ,(2011) , 10.1109/CVPR.2011.5995699
Gregor Miller, Sidney Fels, Abir Al Hajri, Michael Ilich, Zoltan Foley-Fisher, Manuel Fernandez, Daesik Jang, MediaDiver Proceedings of the 2011 annual conference extended abstracts on Human factors in computing systems - CHI EA '11. pp. 1141- 1146 ,(2011) , 10.1145/1979742.1979711
C. Stauffer, W.E.L. Grimson, Learning patterns of activity using real-time tracking IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 747- 757 ,(2000) , 10.1109/34.868677
A. Ellis, A. Shahrokni, J.M. Ferryman, PETS2009 and Winter-PETS 2009 results: A combined evaluation 2009 Twelfth IEEE International Workshop on Performance Evaluation of Tracking and Surveillance. pp. 1- 8 ,(2009) , 10.1109/PETS-WINTER.2009.5399728
F. Fleuret, J. Berclaz, R. Lengagne, P. Fua, Multicamera People Tracking with a Probabilistic Occupancy Map IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 30, pp. 267- 282 ,(2008) , 10.1109/TPAMI.2007.1174