DocumentCode :
2306298
Title :
Real-time Minute Change Detection on GPU for Cellular and Remote Sensor Imaging
Author :
Kockara, Sinan ; Halic, Tansel ; Bayrak, Coskun
Author_Institution :
Dept. of Comput. Sci., UCA, Conway, AR, USA
fYear :
2009
fDate :
26-29 May 2009
Firstpage :
13
Lastpage :
18
Abstract :
Discovering subtle alterations of pairs of images taken from the same scene at different time intervals is called minute change detection problem. To achieve this goal, we have developed a framework that captures and highlights minute changes in digital images that are otherwise hidden to the human eye. Moreover, unnoticeable differences from image pairs that are taken at different time intervals with similar viewing conditions are detected. Although our framework´s application areas cover a wide variety of different disciplines, from medicine to security, weather forecasting, urban planning, and monitoring natural disasters, in this study our focus was real-time minute change detection and tracking on biomedical and satellite images. Real-time performance in cases such as medicine is crucial; we enhance this approach by using the extensive computational power of the graphical processing unit (GPU). Our experimental results in detection of subtle changes in light microscopic images of mouse MC3T3-E1 osteoblastic cells grown in culture with the resolution of 2600times2060 and remote sensor images performed by the GPU computations illustrate that our algorithm detects infinitesimal differences on images in real-time.
Keywords :
computer graphic equipment; computer vision; remote sensing; GPU; cellular imaging; graphical processing unit; real-time minute change detection; remote sensor imaging; Biomedical imaging; Biomedical monitoring; Digital images; Focusing; Humans; Layout; Remote sensing; Security; Urban planning; Weather forecasting; GPGPU; change detection; gpu; information radius; real-time performance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Information Networking and Applications Workshops, 2009. WAINA '09. International Conference on
Conference_Location :
Bradford
Print_ISBN :
978-1-4244-3999-7
Electronic_ISBN :
978-0-7695-3639-2
Type :
conf
DOI :
10.1109/WAINA.2009.202
Filename :
5136617
Link To Document :
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