Ιδρυματικό Αποθετήριο
Πολυτεχνείο Κρήτης
Πολυτεχνείο Κρήτης
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| URI | http://purl.tuc.gr/dl/dias/24D304F9-1F77-4F85-93BD-610FA1557595 | - |
| Αναγνωριστικό | https://ieeexplore.ieee.org/document/7459549 | - |
| Γλώσσα | en | - |
| Μέγεθος | 4 pages | en |
| Τίτλος | A novel background subtraction scheme for in-camera acceleration in thermal imagery | en |
| Δημιουργός | Nikitakis Antonios | en |
| Δημιουργός | Νικητακης Αντωνιος | el |
| Δημιουργός | Papaefstathiou Ioannis | en |
| Δημιουργός | Παπαευσταθιου Ιωαννης | el |
| Δημιουργός | Makantasis Konstantinos | en |
| Δημιουργός | Μακαντασης Κωνσταντινος | el |
| Δημιουργός | Doulamis, Anastasios | en |
| Εκδότης | Institute of Electrical and Electronics Engineers | en |
| Περίληψη | Real-time segmentation of moving regions in image sequences is a very important task in numerous surveillance and monitoring applications. A common approach for such tasks is the background subtraction which tries to extract regions of interest from the image background for further processing or action; as a result its accuracy as well as its real-time performance is of great significance. In this work we utilize a novel scheme, designed and optimized for FPGA-based implementations, which models the intensities of each pixel as a mixture of Gaussian components; following a Bayesian approach, our method automatically estimates the number of Gaussian components as well as their parameters. Our novel system is based on an efficient and highly accurate on-line updating mechanism, which permits our system to be automatically adapted to dynamically changing operation conditions, while it avoids over/under fitting. We also present two reference implementations of our Background Subtraction Parallel System (BSPS) in Reconfigurable Hardware achieving both high performance as well as low power consumption; the presented FPGA-based systems significantly outperform a multi-core ARM and two multi-core low power Intel CPUs in terms of energy consumed per processed pixel as well as frames per second. Moreover, our low-cost, low-power devices allow for the implementation, for the first time, of a highly distributed surveillance system which will alleviate the main problems of the existing centralized approaches. | en |
| Τύπος | Πλήρης Δημοσίευση σε Συνέδριο | el |
| Τύπος | Conference Full Paper | en |
| Άδεια Χρήσης | http://creativecommons.org/licenses/by/4.0/ | en |
| Ημερομηνία | 2018-10-16 | - |
| Ημερομηνία Δημοσίευσης | 2016 | - |
| Θεματική Κατηγορία | Background subtraction | en |
| Θεματική Κατηγορία | FPGA | en |
| Θεματική Κατηγορία | Gaussian mixture model | en |
| Θεματική Κατηγορία | Low power | en |
| Θεματική Κατηγορία | Monitoring | en |
| Θεματική Κατηγορία | Surveillance | en |
| Βιβλιογραφική Αναφορά | A. Nikitakis, I. Papaefstathiou, K. Makantasis and A. Doulamis, "A novel background subtraction scheme for in-camera acceleration in thermal imagery," in 19th Design, Automation and Test in Europe Conference and Exhibition, 2016, pp. 1497-1500. | en |
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