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People detection and tracking under occlusion | |
Author | Mohsin, Mazhar |
Call Number | AIT RSPR no.CS-16-05 |
Subject(s) | Video surveillance--Data processing Automatic tracking Digital video |
Note | A research study submitted in partial fulfillment of the requirements for the degree of Master of Science in Computer Science, School of Engineering and Technology |
Publisher | Asian Institute of Technology |
Series Statement | Research studies project report ; no. CS-16-05 |
Abstract | In recent years there has been an increasing number of terrorist attacks and bomb blasts in many public places. Video surveillance systems used in these places currently require monitoring by human operators constantly. This is a very tiring, time consuming, and costly task, requiring many people. Video surveillance systems are ineffective if there is a lack of good monitoring by the personnel employed to monitor them. Even if highly qualified andtalentedpeoplearerecruitedforthemonitoringofthesevideosurveillancesystems,itis quitedifficulttoconstantlyandattentivelymaintainattentiononasetofcameras. Automated people tracking systems would be helpful in such situation. Automated people tracking systems can monitor people in real time in crowded places. There are many existing people detection and trackingsystems for indoorand outdoorscenes. Most of thethesesystemsare tested on publicly available data sets but may only be suitable for specific scenarios. In this research, I compare the performance of head and pedestrian detectors used in combination with the state-of-the-art tracker proposed by Milan, Roth, and Schindler (2014). To evaluate the performance of the methods, I use data acquired from the AIT CCTV network. |
Year | 2016 |
Corresponding Series Added Entry | Asian Institute of Technology. Research studies project report ; no. CS-16-05 |
Type | Research Study Project Report (RSPR) |
School | School of Engineering and Technology (SET) |
Department | Department of Information and Communications Technologies (DICT) |
Academic Program/FoS | Computer Science (CS) |
Chairperson(s) | Dailey, Matthew N.; |
Examination Committee(s) | Guha, Sumanta;Mongkol Ekpanyapong; |
Scholarship Donor(s) | University of Turbat, Pakistan; |
Degree | Rsearch Studies Project Report (M. Sc.) - Asian Institute of Technology, 2016 |