URI | http://purl.tuc.gr/dl/dias/A7ECE059-96E2-4D5B-87EA-7F0B42705D87 | - |
Αναγνωριστικό | https://doi.org/10.26233/heallink.tuc.23152 | - |
Γλώσσα | en | - |
Μέγεθος | 51 pages | en |
Τίτλος | Novel memory systems tailored to vision algorithms | en |
Δημιουργός | Farantos Georgios | en |
Δημιουργός | Φαραντος Γεωργιος | el |
Συντελεστής [Επιβλέπων Καθηγητής] | Papaefstathiou Ioannis | en |
Συντελεστής [Επιβλέπων Καθηγητής] | Παπαευσταθιου Ιωαννης | el |
Συντελεστής [Μέλος Εξεταστικής Επιτροπής] | Zervakis Michalis | en |
Συντελεστής [Μέλος Εξεταστικής Επιτροπής] | Ζερβακης Μιχαλης | el |
Συντελεστής [Μέλος Εξεταστικής Επιτροπής] | Dollas Apostolos | en |
Συντελεστής [Μέλος Εξεταστικής Επιτροπής] | Δολλας Αποστολος | el |
Εκδότης | Technical University of Crete | en |
Εκδότης | Πολυτεχνείο Κρήτης | el |
Ακαδημαϊκή Μονάδα | Technical University of Crete::School of Electronic and Computer Engineering | en |
Ακαδημαϊκή Μονάδα | Πολυτεχνείο Κρήτης::Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών | el |
Περιγραφή | Final thesis report | en |
Περίληψη | Nowadays, one of the most important challenges in the field of Computer Vision and the target of all the engineers that are associated with this, is the design of embedded systems that will execute real-time algorithms with big accuracy and low cost. This effort meets a lot of difficulties as the algorithms that have already been applied “suffer” by bottlenecks, especially as far as that concerns the memory accesses.
In this thesis, we deal with a novel embedded system, which implements the OpenTLD algorithm and can be applied at a broad-range of algorithms based on the generalized Viola and Jones framework. Viola and Jones framework, despite the fact that is hardware friendly in resource-limited devices (FPGAs), the way it access the memory causes certain problems and parallelism is not easy to be applied on it. This is mainly due to the fact that it is a memory bound problem and its memory access pattern has certain characteristics that make it hard to take advantage of the conventional memory hierarchies. Our system accelerates the bottleneck of the algorithm with a high bandwidth distributed memory sub-system which is independent of the various software parameters.
Thus, it was of high interest, the effort to try this embedded system on an algorithm out of Viola and Jones framework and study the result. That is the second part of the thesis. The first one is to optimize the first edition of the system in order to be more efficient and easier as concerns the communication with different algorithms. | en |
Τύπος | Διπλωματική Εργασία | el |
Τύπος | Diploma Work | en |
Άδεια Χρήσης | http://creativecommons.org/licenses/by/4.0/ | en |
Ημερομηνία | 2014-11-06 | - |
Ημερομηνία Δημοσίευσης | 2014 | - |
Θεματική Κατηγορία | Embedded systems (Computer systems) | en |
Θεματική Κατηγορία | embedded computer systems | en |
Θεματική Κατηγορία | embedded systems computer systems | en |
Βιβλιογραφική Αναφορά | Georgios Farantos, "Novel memory systems tailored to vision algorithms", Diploma Work, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2014 | en |
Βιβλιογραφική Αναφορά | Γεώργιος Φαράντος, "Novel memory systems tailored to vision algorithms", Διπλωματική Εργασία, Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2014 | el |