A new approach for real time object detection and tracking on high resolution and multi-camera surveillance videos using GPU

Journal of Central South University

Volumn 23, Issue 1, 2016, Pages 130-144

  Hashmi, Mohammad Farukh ^a   Pal, Ritu ^a   Saxena, Rajat ^a   Keskar, Avinash G ^a  

^a VISVESVARAYA NATIONAL INSTITUTE OF TECHNOLOGY   (India)

Author keywords

central processing unit (CPU); connected component labelling (CCL); graphics processing unit (GPU); morphology

Indexed keywords

ALGORITHMS; CAMERAS; COMPUTATIONAL COMPLEXITY; COMPUTER GRAPHICS; COMPUTER GRAPHICS EQUIPMENT; IMAGE PROCESSING; IMAGE SEGMENTATION; INTERACTIVE COMPUTER SYSTEMS; MONITORING; MORPHOLOGY; MOTION ANALYSIS; PARALLEL ARCHITECTURES; PROGRAM PROCESSORS; REAL TIME SYSTEMS; SECURITY SYSTEMS; VIDEO CAMERAS; VIDEO SIGNAL PROCESSING;

ADAPTIVE THRESHOLDING; ALGORITHMIC SOLUTIONS; COMPUTATIONAL ALGORITHM; CONNECTED COMPONENT; GRAPHICS PROCESSING UNIT; HIGH RESOLUTION CAMERA; MULTI-CAMERA SURVEILLANCE; OBJECT DETECTION AND TRACKING;

OBJECT DETECTION;

EID: 84954538213     PISSN: 20952899     EISSN: 22275223     Source Type: Journal    
DOI: 10.1007/s11771-016-3056-6     Document Type: Article

References (16)

1. EKLUND A, DUFORT P, FORSBERG D, LACONTE S M. Medical image processing on the GPU–Past, present and future [J]. Medical Image Analysis, 2013, 17(8): 1073–1094.
2. BUCH N, VELASTIN S A, ORWELL J. A review of computer vision techniques for the analysis of urban traffic [J]. IEEE Transactions on Intelligent Transportation Systems, 2011, 12(3): 920–939.
3. ATTARD L, FARRUGIA R A. Vision based surveillance system [C]// Proceedings of IEEE EUROCON-International Conference on Computer as a Tool (EUROCON 2011). 2011: 1–4.
4. MOHAMMAD FARUKH HASHMI, KESKAR A G. Analysis and monitoring of a high density traffic flow at t-intersection using statistical computer vision based approach [C]// Proceedings of 12th IEEE International Conference on Intelligent Systems Design and Applications (ISDA-2012). Kochi India, 2012: 52–57.
5. MOHAMMAD FARUKH HASHMI, KESKAR A G. Video surveillance for disorganized traffic flow at T–intersections [C]// Proceedings of Elsevier, Seventh International Conference on Image and Signal Processing (ICISP-2013). Bangalore India, Book Series Elsevier Science and Technology, Elsevier India, 2013: 51–61.
6. HUANG Shih-chia. An advanced motion detection algorithm with video quality analysis for video surveillance systems [J]. IEEE Transactions on Circuits and Systems for Video Technology, 2011, 21(1): 1–14.
7. FRADI H, DUGELAY J. Robust foreground segmentation using improved Gaussian mixture model and optical flow [C]// Proceedings of IEEE International Conference on Informatics, Electronics & Vision (ICIEV-2012). Dhaka, Bangladesh, 2012: 248–253.
8. CHENG Fan-Chieh, RUAN Shanq-Jang. Accurate motion detection using a self-adaptive background matching framework [J]. IEEE Transactions on Intelligent Transportation Systems, 2012, 13(2): 671–679.
9. RIHA L, HODA El-Sayed. Real-time motion object tracking using GPU [C]// Proceedings of IEEE 9th IEEE/ACS International Conference on Computer Systems and Applications (AICCSA-2011). Sharm El-Sheikh, Egypt, 2011: 301–304.
10. RANE M A. Fast morphological image processing on GPU using CUDA [D]. Pune: College of Engineering, 2013.
11. THURLEY M J, DANELL V. Fast morphological image processing open-source extensions for GPU processing with CUDA [J]. IEEE Journal of Selected Topics in Signal Processing, 2012, 6(7): 849–855.
12. DOMANSKI L, VALLOTTON P, WANG Da-dong. Parallel van Herk/Gil-Werman image morphology on GPUs using CUDA [C]// Proceedings of Conference Posters GTC. Santa Clara, CA, USA, 2009.
13. SOH Youngsung, ASHRAF H, HAE Yongsuk, KIM Intaek. Fast parallel connected component labeling algorithms using CUDA based on 8-directional label selection [J]. International Journal of Latest Research in Science and Technology, 2014, 3(2): 187–190.
14. WU K, OTOO E, SUZUKI K. Optimizing two-pass connected component labelling algorithms [J]. Pattern Analysis & Applications, 2009, 2: 117–135.
15. Wen-Mei W Hwu. GPU Computing Gems Emerald Edition [M]. Elsevier Press, 2011: 1–831.
16. KIRK D B, Wen-mei W H W U. Programming massively parallel processors: A hands-on approach [M]. Elsevier Press, 2012: 1–487.