Scalable Real-time Multi-target Tracking and Its Implementation on DSP

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (92 download)

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Book Synopsis Scalable Real-time Multi-target Tracking and Its Implementation on DSP by : 張力

Download or read book Scalable Real-time Multi-target Tracking and Its Implementation on DSP written by 張力 and published by . This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Scalable Real-Time Multi-Target Tracking and Its Implementation on DSP

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Publisher : Open Dissertation Press
ISBN 13 : 9781361381540
Total Pages : pages
Book Rating : 4.3/5 (815 download)

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Book Synopsis Scalable Real-Time Multi-Target Tracking and Its Implementation on DSP by : Li Zhang, Dr

Download or read book Scalable Real-Time Multi-Target Tracking and Its Implementation on DSP written by Li Zhang, Dr and published by Open Dissertation Press. This book was released on 2017-01-27 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation, "Scalable Real-time Multi-target Tracking and Its Implementation on DSP" by Li, Zhang, 張力, was obtained from The University of Hong Kong (Pokfulam, Hong Kong) and is being sold pursuant to Creative Commons: Attribution 3.0 Hong Kong License. The content of this dissertation has not been altered in any way. We have altered the formatting in order to facilitate the ease of printing and reading of the dissertation. All rights not granted by the above license are retained by the author. Abstract: While various online multi-target tracking methods have been proposed recently, most of their runtime speed struggle at 1-10 frames per second for moderate crowded scenes. In this thesis, we present a novel real-time multi-target tracking system based on the tracking-by-detection framework. Our system is designed for tracking a variable number of interacting targets from a single, static, above shoulder camera, which is a general setting for video surveillance. One challenge in our approach is that when background subtraction is used for detecting moving targets, merged measurements occur frequently because of target interactions. To cope with the problem, we propose to use correlation filter based object detector to robustly separate the targets in merged measurements. Then, online object tracking assisted data association is used to solve the track-measurement assignment. To reduce computation load, our object tracking algorithm is assisted by correlations filter based trackers which share the same features used by our object detector. In addition, to recover partially occluded targets, we allow unconfident detections to be assigned to tracks whilst care is taken to avoid introducing additional false positives. We also analyze the online approximation to multi-channel correlation filters. Our experiments show that exact solution is more resistant to noisy channels than approximate solution. Evaluation on generally accepted datasets reveals that the proposed system is comparable to state-of-the-art methods in terms of performance while running several magnitudes faster. Additionally, we show that the proposed system can be readily implemented on the Texas Instruments TMS320C6678 DSP (C6678) without significant degradation in speed or performance. Details on efficient implementation of the system is also discussed. Especially, for computing Histogram of Oriented Gradients (HOG) feature, our optimized implementation runs at 60fps on VGA images on a single core of C6678, which is 10 times faster than a directly ported implementation. Subjects: Automatic tracking

A Scalable Real-time Multiple-target-tracking Algorithm for Sensor Networks

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ISBN 13 :
Total Pages : 21 pages
Book Rating : 4.:/5 (623 download)

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Book Synopsis A Scalable Real-time Multiple-target-tracking Algorithm for Sensor Networks by : Songhwai Oh

Download or read book A Scalable Real-time Multiple-target-tracking Algorithm for Sensor Networks written by Songhwai Oh and published by . This book was released on 2005 with total page 21 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Development and Implementation of a Real-time Multi-target Tracking Algorithm

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ISBN 13 :
Total Pages : 330 pages
Book Rating : 4.:/5 (152 download)

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Book Synopsis Development and Implementation of a Real-time Multi-target Tracking Algorithm by : Thomas Henry Wendeln

Download or read book Development and Implementation of a Real-time Multi-target Tracking Algorithm written by Thomas Henry Wendeln and published by . This book was released on 1986 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Online Multi-person Tracking Using Feature-less Location Measurements

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ISBN 13 :
Total Pages : 67 pages
Book Rating : 4.:/5 (11 download)

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Book Synopsis Online Multi-person Tracking Using Feature-less Location Measurements by : Emad William Farag

Download or read book Online Multi-person Tracking Using Feature-less Location Measurements written by Emad William Farag and published by . This book was released on 2016 with total page 67 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis presents a scalable real-time multi-object tracking system based on feature-less location measurements. The thesis introduces a two-stage object tracking algorithm along with a server infrastructure that allows users to view the tracking results live, replay old frames, or compute long-term analytics based on the tracking results. In the first tracking stage, consecutive measurements are connected to form short tracklets using an algorithm based on MHT. In the second stage, the tracklets are connected to form longer tracks in an algorithm that reduces the tracking problem to a minimum-cost flow problem. The system infrastructure allows for a large number of connected devices or sensors while reducing the possible points of failure. The tracking algorithms are evaluated in a controlled environment and in a daylong experiment in a real setting. In the latter, the number of people detected by the tracking algorithms was correct 83% of the time when tracking was done using noisy motion-based measurements.

Proceedings of the ... IEEE International Conference on Electronics, Circuits, and Systems

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ISBN 13 :
Total Pages : 666 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Proceedings of the ... IEEE International Conference on Electronics, Circuits, and Systems by :

Download or read book Proceedings of the ... IEEE International Conference on Electronics, Circuits, and Systems written by and published by . This book was released on 1996 with total page 666 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Multiple Target Tracking in a Wide-Field-of-View Camera System

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (946 download)

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Book Synopsis Multiple Target Tracking in a Wide-Field-of-View Camera System by :

Download or read book Multiple Target Tracking in a Wide-Field-of-View Camera System written by and published by . This book was released on 1990 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: We are developing a real-time-multiple-target-tracking system using a wide-field-of-view (WFOV) camera. The high resolution WFOV camera was conceived as part of the Strategic Defense initiative Research at Lawrence Livermore National Laboratory. The camera system consists of a lens made of concentric solid blocks of index matching glasses, CCDs arrayed on the focal plane, and a custom VLSI image processor to extract the targets. References 1 and 2 describe the basic design of the WFOV camera and the prototype system that we have constructed. In this paper, we will briefly review the existing prototype system, the on-going effort to cover the full field of view using digital CCD cameras, the production of custom VLSI chips developed to extract centroids in real time, and the implementation of transputers to run the tracking algorithms.

Multi-target Tracking, Phase II, Task II:

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ISBN 13 :
Total Pages : 52 pages
Book Rating : 4.:/5 (933 download)

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Book Synopsis Multi-target Tracking, Phase II, Task II: by :

Download or read book Multi-target Tracking, Phase II, Task II: written by and published by . This book was released on 1992 with total page 52 pages. Available in PDF, EPUB and Kindle. Book excerpt: Defence Research Establishment Ottawa Radar Division has developed multi-target tracking software called the Automatic Tracking Program (ATP) in order to test different tracking algorithms by using real-time radar data. This document describes the modifications for the baseline ATP package in order to implement these algorithms and presents the complete design specification for the Hough transform & logic-based track initiation techniques. Global data for the two track initiation techniques are discussed separately. The final sections describe the new global structures added to the ATP due to the baseline modifications and outline the ATP data files.

Multi-target Tracking, Phase II, Task I:

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ISBN 13 :
Total Pages : 26 pages
Book Rating : 4.:/5 (933 download)

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Book Synopsis Multi-target Tracking, Phase II, Task I: by :

Download or read book Multi-target Tracking, Phase II, Task I: written by and published by . This book was released on 1992 with total page 26 pages. Available in PDF, EPUB and Kindle. Book excerpt: Defence Research Establishment Ottawa Radar Division has developed multi-target tracking software called the Automatic Tracking Program (ATP) in order to test different tracking algorithms by using real-time radar data. This document first presents an overview of the ATP software package and lists its performance goals. It then describes the ATP functional requirements related to external & internal interfaces, operating functions, modifications on existing modules, track initialization based on the Hough transform, and track initiation based on sequential processing. Part 3 presents performance specifications, including those related to memory & processing requirements and track initiation techniques. Part 4 briefly outlines design requirements. The final part reviews ATP system integration & testing.

A Real-Time Tracking Algorithm

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ISBN 13 :
Total Pages : 29 pages
Book Rating : 4.:/5 (227 download)

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Book Synopsis A Real-Time Tracking Algorithm by : G. M. Flachs

Download or read book A Real-Time Tracking Algorithm written by G. M. Flachs and published by . This book was released on 1975 with total page 29 pages. Available in PDF, EPUB and Kindle. Book excerpt: A target tracking algorithm is described that is applicable to real-time video trackers in noisy and multiple target backgrounds. The algorithm consists of fast and reliable methods for picture decomposition, initial target acquisition, multiple target tracker, and structural recognition. The algorithm can be implemented to use the speed of parallel processing techniques.

Real-time Visual Multi-target Tracking in Realistic Tracking Environments

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ISBN 13 :
Total Pages : 115 pages
Book Rating : 4.:/5 (111 download)

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Book Synopsis Real-time Visual Multi-target Tracking in Realistic Tracking Environments by : Jacob Harley White

Download or read book Real-time Visual Multi-target Tracking in Realistic Tracking Environments written by Jacob Harley White and published by . This book was released on 2019 with total page 115 pages. Available in PDF, EPUB and Kindle. Book excerpt: We demonstrate the performance of these algorithms on video data. These algorithms are shown to improve tracking accuracy, reliability, and speed. All these contributions are capable of running in real-time without a GPU.

Sensor Technology: Concepts, Methodologies, Tools, and Applications

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Publisher : IGI Global
ISBN 13 : 1799824551
Total Pages : 1618 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Sensor Technology: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Sensor Technology: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2020-02-07 with total page 1618 pages. Available in PDF, EPUB and Kindle. Book excerpt: Collecting and processing data is a necessary aspect of living in a technologically advanced society. Whether it’s monitoring events, controlling different variables, or using decision-making applications, it is important to have a system that is both inexpensive and capable of coping with high amounts of data. As the application of these networks becomes more common, it becomes imperative to evaluate their effectiveness as well as other opportunities for possible implementation in the future. Sensor Technology: Concepts, Methodologies, Tools, and Applications is a vital reference source that brings together new ways to process and monitor data and to put it to work in everything from intelligent transportation systems to healthcare to multimedia applications. It also provides inclusive coverage on the processing and applications of wireless communication, sensor networks, and mobile computing. Highlighting a range of topics such as internet of things, signal processing hardware, and wireless sensor technologies, this multi-volume book is ideally designed for research and development engineers, IT specialists, developers, graduate students, academics, and researchers.

Signal Processing, Sensor Fusion, and Target Recognition

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Publisher :
ISBN 13 :
Total Pages : 516 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Signal Processing, Sensor Fusion, and Target Recognition by :

Download or read book Signal Processing, Sensor Fusion, and Target Recognition written by and published by . This book was released on 1999 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Scientific and Technical Aerospace Reports

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ISBN 13 :
Total Pages : 704 pages
Book Rating : 4.:/5 (31 download)

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Book Synopsis Scientific and Technical Aerospace Reports by :

Download or read book Scientific and Technical Aerospace Reports written by and published by . This book was released on 1995 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Proceedings

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ISBN 13 :
Total Pages : 354 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Proceedings by :

Download or read book Proceedings written by and published by . This book was released on 2002 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications

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Publisher : Springer
ISBN 13 : 3642418228
Total Pages : 591 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications by : José Ruiz-Shulcloper

Download or read book Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications written by José Ruiz-Shulcloper and published by Springer. This book was released on 2013-11-04 with total page 591 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 8258 and 8259 constitutes the refereed proceedings of the 18th Iberoamerican Congress on Pattern Recognition, CIARP 2013, held in Havana, Cuba, in November 2013. The 137 papers presented, together with two keynotes, were carefully reviewed and selected from 262 submissions. The papers are organized in topical sections on mathematical theory of PR, supervised and unsupervised classification, feature or instance selection for classification, image analysis and retrieval, signals analysis and processing, applications of pattern recognition, biometrics, video analysis, and data mining.

Computer & Control Abstracts

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ISBN 13 :
Total Pages : pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Computer & Control Abstracts by :

Download or read book Computer & Control Abstracts written by and published by . This book was released on 1996 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: