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Robust Detection of Abandoned and Removed Objects in Complex Surveillance Videos

YingLi Tian, Rogerio Schmidt Feris, Haowei Liu, Arun Hampapur, Ming-Ting Sun
2011 IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews)  
Tracking-based approaches for abandoned object detection often become unreliable in complex surveillance videos due to occlusions, lighting changes, and other factors.  ...  Based on the type of the static regions and userdefined parameters (e.g., object size and abandoned time), a matching method is proposed to detect abandoned and removed objects.  ...  ACKNOWLEDGMENTS The authors thank the anonymous reviewers for their constructive comments and suggestions that help to improve the quality of this manuscript.  ... 
doi:10.1109/tsmcc.2010.2065803 fatcat:46hqfkwy7fg45htchyciqhfjl4

Abandoned Object Detection in Educational Institutes using Video Surveillance
IJARCCE - Computer and Communication Engineering

2014 IJARCCE  
An algorithm for tracking of abandoned objects even under occlusion is also proposed.  ...  two sets of background. 4: Deriving a reference image. 5: Maintaining a Buffered Background image/frame. 6: Blob detection. 7: Motion Tracking. 8: Object tracking. 9: Detection and maintaining log of  ...  In the next part of system few algorithms and methodologies have been proposed for Abandoned Object Detection. A.  ... 
doi:10.17148/ijarcce.2014.31032 fatcat:kw3vun3aifewjmqhykzgwlc3qm

Robust and efficient foreground analysis in complex surveillance videos

YingLi Tian, Andrew Senior, Max Lu
2011 Machine Vision and Applications  
Mixture of Gaussians based background subtraction (BGS) has been widely used for detecting moving objects in surveillance videos.  ...  , 3) foreground fragments, 4) abandoned and removed objects, and 5) camera view changes.  ...  ACKNOWLEDGMENTS The authors thank the anonymous reviewers for their constructive comments and suggestions that help to improve the quality of this manuscript.  ... 
doi:10.1007/s00138-011-0377-1 fatcat:wbe4nxulxvfntcf3uaafkxpbei

Detection of Abandoned and Stolen Objects in Videos using Mixture of Gaussians

P. SharonFemi, K. Thaiyalnayaki
2013 International Journal of Computer Applications  
An efficient approach to detect abandoned and stolen object in live videos based on background subtraction and foreground analysis has been presented in this paper.  ...  The motivation is to produce alerts spontaneously in the presence of abandoned or stolen objects.  ...  The system does not classify stable objects as abandoned and removed objects In robust detection of abandoned and removed objects in complex surveillance videos [7] , the method detects abandoned and  ... 
doi:10.5120/11998-7885 fatcat:3dz3qh5wprbk3inmigx3t53pk4

On the detection of abandoned objects with a moving camera using robust subspace recovery and sparse representation

Eric Jardim, Xiao Bian, Eduardo A. B. da Silva, Sergio L. Netto, Hamid Krim
2015 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)  
We consider the application of sparse-representation and robust-subspace-recovery techniques to detect abandoned objects in a target video acquired with a moving camera.  ...  Performance of the proposed technique is verified using a large video database for abandoned-object detection in a cluttered environment.  ...  ACKNOWLEDGEMENTS This work was partially funded by the grants DE-NA0002576, W911NF-04-D-0003, and CNPq/MCTI 0890952735408505.  ... 
doi:10.1109/icassp.2015.7178179 dblp:conf/icassp/JardimBSNK15 fatcat:gg7us3vp4fdkrbbgcfjs3quehi

Anomaly detection with a moving camera using multiscale video analysis

Gustavo H. F. de Carvalho, Lucas A. Thomaz, Allan F. da Silva, Eduardo A. B. da Silva, Sergio L. Netto
2018 Multidimensional systems and signal processing  
The obtained results are quite effective, achieving real-time, robust abandoned object detection in an industrial plant scenario.  ...  This paper addresses the problem of abandoned object detection in a cluttered environment using a camera moving along a straight track.  ...  Acknowledgements This work was developed with the partial support of Statoil Brazil, Petrobras, ANP, and CAPES and CNPq funding agencies.  ... 
doi:10.1007/s11045-018-0558-4 fatcat:bjn3jfaez5acboa3ey5tibrfam

Computer Vision based System to Detect Abandoned Objects

2019 International Journal of Engineering and Advanced Technology  
The performance has been measured in terms of accuracy of classifying abandoned objects in a given video sequence and also the execution time taken for computing the outcome.  ...  Results indicate good accuracy in terms of abandoned object detection under varying conditions and scenarios and also faster execution time when compared to other contemporary approaches.  ...  ACKNOWLEDGMENT The authors wish to express their thanks the people involved in creating the ABODA dataset which has been used as part of this experiment in detecting abandoned objects.  ... 
doi:10.35940/ijeat.a1095.109119 fatcat:43fuvjxoejcbro7hv6j7qazssq

Multimodal Abandoned/Removed Object Detection for Low Power Video Surveillance Systems

Michele Magno, Federico Tombari, Davide Brunelli, Luigi Di Stefano, Luca Benini
2009 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance  
In this paper we present a low-power video sensor node designed for lowcost video surveillance which is able to detect abandoned and removed objects.  ...  Low-cost and low-power video surveillance systems based on networks of wireless video sensors will enter soon the marketplace with the promise of flexibility, quick deployment and providing accurate and  ...  Acknowledgements The work presented in this paper has been founded by the European Network of Excellence ArtistDesign and by SCALOPES, an Artemisia JU project.  ... 
doi:10.1109/avss.2009.72 dblp:conf/avss/MagnoTBSB09 fatcat:ywypitvpfvaohdkrcythk4omzy

Robust Real-time Detection of Abandoned Objects using a Dual Background Model

2020 KSII Transactions on Internet and Information Systems  
Detection of abandoned objects for smart video surveillance should be robust and accurate in various situations with low computational costs.  ...  , long-term abandonment, and owner's re-attendance as well as general detection of abandoned objects.  ...  algorithm can accurately detect abandoned objects not only in normal cases but also in complex situations such as occlusions, illumination changes, owner's re-attendance, removal, and so on.  ... 
doi:10.3837/tiis.2020.02.017 fatcat:geo6rqoo7vh5rnch5nz3ie5d6y

Feature Selection by Relevance Analysis for Abandoned Object Classification [chapter]

Johanna Carvajal-González, AndrésM. Álvarez-Meza, German Castellanos-Domínguez
2012 Lecture Notes in Computer Science  
A methodology to classify abandoned objects in video surveillance environments is proposed.  ...  Assuming that the abandoned object was previously detected by a visual surveillance framework, a preprocessing stage to segment the region of interest from a given detected object is also presented.  ...  and Universidad de Caldas.  ... 
doi:10.1007/978-3-642-33275-3_103 fatcat:cpny3kqqijayfhbyfsktwr3qo4

Abandoned Object Detection via Temporal Consistency Modeling and Back-Tracing Verification for Visual Surveillance

Miss. Komal Sunil Patil, Prof. Girish A. Kulkarni
2018 IARJSET  
Abandoned object detection is an essential requirement in many video surveillance contexts.  ...  We introduce an abandoned object detection tool based on a set of possible events and on a set of rules to act upon those events.  ...  The intelligent surveillance system can detect stationary object which is alone in the public place and produce an alarm or message to alert the guards for removing such type of abandoned object.  ... 
doi:10.17148/iarjset.2018.592 fatcat:lu4zh42tyna6noeudwtem7ld54

An Abandoned Object Detection System Based on Dual Background Segmentation

A. Singh, S. Sawan, M. Hanmandlu, V.K. Madasu, B.C. Lovell
2009 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance  
An abandoned object detection system is presented and evaluated using benchmark datasets.  ...  Results show that the system is robust to variations in lighting conditions and the number of people in the scene.  ...  In addition, the other difficulty of detecting an abandoned object under occlusion adds to the overall complexity.  ... 
doi:10.1109/avss.2009.74 dblp:conf/avss/SinghSHML09 fatcat:f3prtmfhhfflfjoyurapcqjbz4

Abandoned Object Detection in Video-Surveillance: Survey and Comparison

Elena Luna, Juan San Miguel, Diego Ortego, José Martínez
2018 Sensors  
During the last few years, abandoned object detection has emerged as a hot topic in the video-surveillance community.  ...  In this paper, we formalize the framework employed by systems for abandoned object detection and provide an extensive review of state-of-the-art approaches for each stage.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/s18124290 fatcat:sktao7rg6jb77pymhqzniwrdfm

Advanced Video-Based Surveillance

Luigi Di Stefano, Carlo Regazzoni, Dan Schonfeld
2011 EURASIP Journal on Image and Video Processing  
Among the 10 papers dealing with early processing stages in video surveillance, two are in the area of tracking, five devoted to background subtraction, and three relate to object detection.  ...  community and used to deal with the high complexity and uncertainty characterizing high-level video surveillance tasks.  ...  Finally, we wish to convey our deep gratitude to the Editor-in-Chief of the EURASIP Journal on Image and Video Processing, Professor Jean-Luc Dugelay, for his encouragement and support of this special  ... 
doi:10.1155/2011/857084 fatcat:p4zl3mspw5h6njvy6sduu6fuya

Discrimination of abandoned and stolen object based on active contours

Luis Caro Campos, Juan Carlos SanMiguel, Jose M. Martinez
2011 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)  
abandoned and stolen.  ...  wrongly segmented) that is common in complex scenarios.  ...  Conclusions We have proposed a new approach for discriminating abandoned and stolen objects in video surveillance.  ... 
doi:10.1109/avss.2011.6027302 dblp:conf/avss/CamposAM11 fatcat:e6ngkmhx6bc67f7etmfjd22xza
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