Top-Down and Bottom-Up Cues Based Moving Object Detection for Varied Background Video Sequences
Joint Authors
Patel, Chirag I.
Garg, Sanjay
Zaveri, Tanish
Banerjee, Asim
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-20, 20 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-11-16
Country of Publication
Egypt
No. of Pages
20
Main Subjects
Information Technology and Computer Science
Abstract EN
Moving object detection is a crucial and critical task for any surveillance system.
Conventionally, a moving object detection task is performed on the basis of consecutive frame difference or background models which are based on some mathematical aspects or probabilistic approaches.
But, these approaches are based on some initial conditions and short amount of time is needed to learn all these models.
Also, the bottleneck in all these previous approaches is that they require neat and clean background or need to create a background first by using some approaches and that it is essential to update them regularly to cope with the illuminating changes.
In this paper, moving object detection is executed using visual attention where there is no need for background formulation and updates as it is background independent.
Many bottom-up approaches and one combination of bottom-up and top-down approaches are proposed in the present paper.
The proposed approaches seem more efficient due to inessential requirement of learning background model and due to being independent of previous video frames.
Results indicate that the proposed approach works even against slight movements in the background and in various outdoor conditions.
American Psychological Association (APA)
Patel, Chirag I.& Garg, Sanjay& Zaveri, Tanish& Banerjee, Asim. 2014. Top-Down and Bottom-Up Cues Based Moving Object Detection for Varied Background Video Sequences. Advances in Multimedia،Vol. 2014, no. 2014, pp.1-20.
https://search.emarefa.net/detail/BIM-1015489
Modern Language Association (MLA)
Patel, Chirag I.…[et al.]. Top-Down and Bottom-Up Cues Based Moving Object Detection for Varied Background Video Sequences. Advances in Multimedia No. 2014 (2014), pp.1-20.
https://search.emarefa.net/detail/BIM-1015489
American Medical Association (AMA)
Patel, Chirag I.& Garg, Sanjay& Zaveri, Tanish& Banerjee, Asim. Top-Down and Bottom-Up Cues Based Moving Object Detection for Varied Background Video Sequences. Advances in Multimedia. 2014. Vol. 2014, no. 2014, pp.1-20.
https://search.emarefa.net/detail/BIM-1015489
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1015489