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Large-Area, Multilayered, and High-Resolution Visual Monitoring Using a Dual-Camera System
- Source :
- ACM Transactions on Multimedia Computing, Communications, and Applications. 11:1-23
- Publication Year :
- 2015
- Publisher :
- Association for Computing Machinery (ACM), 2015.
-
Abstract
- Large-area, high-resolution visual monitoring systems are indispensable in surveillance applications. To construct such systems, high-quality image capture and display devices are required. Whereas high-quality displays have rapidly developed, as exemplified by the announcement of the 85-inch 4K ultrahigh-definition TV by Samsung at the 2013 Consumer Electronics Show (CES), high-resolution surveillance cameras have progressed slowly and remain not widely used compared with displays. In this study, we designed an innovative framework, using a dual-camera system comprising a wide-angle fixed camera and a high-resolution pan-tilt-zoom (PTZ) camera to construct a large-area, multilayered, and high-resolution visual monitoring system that features multiresolution monitoring of moving objects. First, we developed a novel calibration approach to estimate the relationship between the two cameras and calibrate the PTZ camera. The PTZ camera was calibrated based on the consistent property of distinct pan-tilt angle at various zooming factors, accelerating the calibration process without affecting accuracy; this calibration process has not been reported previously. After calibrating the dual-camera system, we used the PTZ camera and synthesized a large-area and high-resolution background image. When foreground targets were detected in the images captured by the wide-angle camera, the PTZ camera was controlled to continuously track the user-selected target. Last, we integrated preconstructed high-resolution background and low-resolution foreground images captured using the wide-angle camera and the high-resolution foreground image captured using the PTZ camera to generate a large-area, multilayered, and high-resolution view of the scene.
- Subjects :
- Computer Networks and Communications
Property (programming)
business.industry
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Process (computing)
Display device
Hardware and Architecture
Camera auto-calibration
Computer graphics (images)
Calibration
Computer vision
Artificial intelligence
Zoom
business
Stereo camera
Camera resectioning
Subjects
Details
- ISSN :
- 15516865 and 15516857
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- ACM Transactions on Multimedia Computing, Communications, and Applications
- Accession number :
- edsair.doi...........1342f62afd7e67f48912542387c7360b
- Full Text :
- https://doi.org/10.1145/2645862