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EnglishAbstract—Optical flow calculation algorithms are hard to implement on hardware level in real-time due to their complexity and high computational load. In this work, we present a novel hierarchical block matching based optical flow algorithm. The algorithm estimates the initial optical flow with block matching based methods, and refines the vectors with local smoothness constraints in each hierarchy level. We evaluate the proposed algorithm with novel datasets and provide results compared to ground truth optical flow. Furthermore, we present a hardware architecture of the proposed algorithm for calculating optical flow in real-time. The presented design can process 640×480 resolution at 26 frames per second (fps).
Block Matching Based Real-Time Optical Flow Hardware Implementation / Seyid, K; Richaud, A; Capoccia, R; Leblebici, Y. - In: IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS PROCEEDINGS. - ISSN 0271-4302. - STAMPA. - (2016), pp. 2206-2209. ((Intervento presentato al convegno Circuits and Systems (ISCAS), 2016 IEEE International Symposium on Circuits and Systems tenutosi a Montreal, Canada nel 22/05/2016 – 25/05/2016.
| Titolo: | Block Matching Based Real-Time Optical Flow Hardware Implementation |
| Autori: | |
| Data di pubblicazione: | 2016 |
| Rivista: | |
| Abstract: | Abstract—Optical flow calculation algorithms are hard to implement on hardware level in real-time ...due to their complexity and high computational load. In this work, we present a novel hierarchical block matching based optical flow algorithm. The algorithm estimates the initial optical flow with block matching based methods, and refines the vectors with local smoothness constraints in each hierarchy level. We evaluate the proposed algorithm with novel datasets and provide results compared to ground truth optical flow. Furthermore, we present a hardware architecture of the proposed algorithm for calculating optical flow in real-time. The presented design can process 640×480 resolution at 26 frames per second (fps). |
| Appare nelle tipologie: | 4.1 Contributo in Atti di convegno |
File in questo prodotto:
| File | Descrizione | Tipologia | Licenza | |
|---|---|---|---|---|
| Block Matching Based Real-Time Optical Flow.pdf | Articolo principale | 2. Post-print / Author's Accepted Manuscript | Non Pubblico - Accesso privato/ristretto | Administrator Richiedi una copia |
http://hdl.handle.net/11583/2755992
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