A Review of Video Detection and Tracking Methods for Moving Objects
DOI:
https://doi.org/10.55524/Keywords:
Computer, Object Discovery, Tracing, Organization, Visual TreatingAbstract
Object detection and tracking are widely utilized in today's society, especially for motion detection of different objects. The initial stage in object detection is to recognize objects in the video stream and cluster their pixels. The classification of an item is the next crucial step in tracking it. Computerized video surveillance, traffic monitoring, robotic vision, gesture recognition, human computer interaction, military surveillance systems, vehicle navigation, medical imaging, biological image analysis, and many more areas may all benefit from object tracking. The goal of this project is to depict the different stages involved in object tracking in a video sequence, namely object detection, categorization, and tracking. This article compares different approaches for different stages of tracking and discusses several object identification and tracking methods.
Downloads
References
Joshi KA, D.G. Thakore, Thakore D. A survey on moving object detection and tracking in video surveillance system. Int J Soft Comput. 2012;
Hu WC, Chen CH, Chen TY, Huang DY, Wu ZC. Moving object detection and tracking from video captured by moving camera. J Vis Commun Image Represent. 2015;
Cho H, Seo YW, Kumar BVKV, Rajkumar RR. A multi-sensor fusion system for moving object detection and tracking in urban driving environments. In: Proceedings - IEEE International Conference on Robotics and Automation. 2014.
Aslani S, Mahdavi-nasab H. Optical Flow Based Moving Object Detection and Tracking for Traffic Surveillance. Int J Electr Comput Energ Electron Commun Eng. 2013;
Ghai W, Kumar S, Athavale VA. Using gaussian mixtures on triphone acoustic modelling-based punjabi continuous speech recognition. In: Advances in Intelligent Systems and Computing. 2021.
Khatri M, Kumar A. Stability Inspection of Isolated Hydro Power Plant with Cuttlefish Algorithm. In: 2020 International Conference on Decision Aid Sciences and Application, DASA 2020. 2020.
Sharma K, Goswami L. RFID based Smart Railway Pantograph Control in a Different Phase of Power Line. In: Proceedings of the 2nd International Conference on Inventive Research in Computing Applications, ICIRCA 2020. 2020.
Goswami L, Kaushik MK, Sikka R, Anand V, Prasad Sharma K, Singh Solanki M. IOT Based Fault Detection of Underground Cables through Node MCU Module. In: 2020
International Conference on Computer Science, Engineering and Applications, ICCSEA 2020. 2020.
Solanki MS, Sharma DKP, Goswami L, Sikka R, Anand V. Automatic Identification of Temples in Digital Images through Scale Invariant Feature Transform. In: 2020 International Conference on Computer Science, Engineering and Applications, ICCSEA 2020. 2020.
Supreeth HSG, Patil CM. Efficient multiple moving object detection and tracking using combined background subtraction and clustering. Signal, Image Video Process. 2018;
Hussien HM. Detection and Tracking System of Moving Objects Based on MATLAB. Int J Eng Res Technol. 2014; [12]Kumar A, Jain A. Image smog restoration using oblique
gradient profile prior and energy minimization. Front Comput Sci. 2021;
Gupta N, Vaisla KS, Jain A, Kumar A, Kumar R. Performance Analysis of AODV Routing for Wireless Sensor Network in FPGA Hardware. Comput Syst Sci Eng. 2021;
Gupta N, Jain A, Vaisla KS, Kumar A, Kumar R. Performance analysis of DSDV and OLSR wireless sensor network routing protocols using FPGA hardware and machine learning. Multimed Tools Appl. 2021;
Gupta B, Gola KK, Dhingra M. HEPSO: an efficient sensor node redeployment strategy based on hybrid optimization algorithm in UWASN. Wirel Networks. 2021;
Kumar Gola K, Chaurasia N, Gupta B, Singh Niranjan D. Sea lion optimization algorithm based node deployment strategy in underwater acoustic sensor network. Int J Commun Syst. 2021;
Suneel AS. Person or Object Tracking and Velocity Estimation in Real Time Videos. Publ Probl Appl Eng Res - Pap. 2013; [18]Khanna R, Verma S, Biswas R, Singh JB. Implementation of
branch delay in Superscalar processors by reducing branch penalties. In: 2010 IEEE 2nd International Advance Computing Conference, IACC 2010. 2010.
Gupta H, Kumar S, Yadav D, Verma OP, Sharma TK, Ahn CW, et al. Data analytics and mathematical modeling for simulating the dynamics of COVID-19 epidemic—a case study of India. Electron. 2021;
Gupta H, Varshney H, Sharma TK, Pachauri N, Verma OP. Comparative performance analysis of quantum machine learning with deep learning for diabetes prediction. Complex Intell Syst. 2021;
Sharma TK. Enhanced butterfly optimization algorithm for reliability optimization problems. J Ambient Intell Humaniz Comput. 2021;
Hirawat A, Taterh S, Sharma TK. A dynamic window-size based segmentation technique to detect driver entry and exit from a car. J King Saud Univ - Comput Inf Sci. 2021;
Kumar CR, Mallika SSS, Ranjaane JS. Moving Object Detection and Tracking. IJIREEICE. 2017;
Miao Z, Zou S, Li Y, Zhang X, Wang J, He M. Intelligent Video Surveillance System Based on Moving Object Detection and Tracking. DEStech Trans Eng Technol Res. 2016;
Rhudy MB, Salguero RA, Holappa K. A Kalman Filtering Tutorial for Undergraduate Students. Int J Comput Sci Eng Surv. 2017;
Speekenbrink M. A tutorial on particle filters. J Math Psychol. 2016;