A dynamically reconfigurable architecture system for time-varying image constraints (DRASTIC) for motion JPEG
We propose a dynamically reconfigurable system for time-varying image constraints (DRASTIC) for applications in video communications. DRASTIC defines a framework for both joint and independent optimization of dynamic power, image quality, and bitrate subject to different constraint scenarios. We dem...
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| Published in | Journal of real-time image processing Vol. 14; no. 2; pp. 395 - 411 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.02.2018
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1861-8200 1861-8219 |
| DOI | 10.1007/s11554-014-0460-8 |
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| Abstract | We propose a dynamically reconfigurable system for time-varying image constraints (DRASTIC) for applications in video communications. DRASTIC defines a framework for both joint and independent optimization of dynamic power, image quality, and bitrate subject to different constraint scenarios. We demonstrate DRASTIC for intra-mode video encoding for MJPEG. However, since the DCT is critical component of most video coding standards, our approach can be extended to modern standards such as AVC (H.264), and emerging standards such as HEVC (H.265), and VP9. Based on a hardware–software co-design approach, we define a family of scalable 2D DCT hardware modules that are jointly optimized with the quality factor (in software). We generate a total of 1,280 configurations of which 841 were found to be Pareto optimal. For full 2D DCT calculation, the results indicate that the proposed method is DRASTIC mode implementation at least as good or significantly better than any previously published implementation. A scalable, real-time controller is used for selecting an appropriate configuration so as to meet time-varying constraints. The real-time controller is shown to satisfy the constraints of different communications modes (e.g., minimum dynamic power, maximum image quality, etc.) as well as to adapt to mode changes. Empirically, we have found that the DRASTIC controller adapts to meet the new constraints within five video frames of a mode change. Overall, the proposed approach yields significant savings over the use of comparable static architectures. |
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| AbstractList | We propose a dynamically reconfigurable system for time-varying image constraints (DRASTIC) for applications in video communications. DRASTIC defines a framework for both joint and independent optimization of dynamic power, image quality, and bitrate subject to different constraint scenarios. We demonstrate DRASTIC for intra-mode video encoding for MJPEG. However, since the DCT is critical component of most video coding standards, our approach can be extended to modern standards such as AVC (H.264), and emerging standards such as HEVC (H.265), and VP9. Based on a hardware–software co-design approach, we define a family of scalable 2D DCT hardware modules that are jointly optimized with the quality factor (in software). We generate a total of 1,280 configurations of which 841 were found to be Pareto optimal. For full 2D DCT calculation, the results indicate that the proposed method is DRASTIC mode implementation at least as good or significantly better than any previously published implementation. A scalable, real-time controller is used for selecting an appropriate configuration so as to meet time-varying constraints. The real-time controller is shown to satisfy the constraints of different communications modes (e.g., minimum dynamic power, maximum image quality, etc.) as well as to adapt to mode changes. Empirically, we have found that the DRASTIC controller adapts to meet the new constraints within five video frames of a mode change. Overall, the proposed approach yields significant savings over the use of comparable static architectures. |
| Author | Jiang, Yuebing Pattichis, Marios S. |
| Author_xml | – sequence: 1 givenname: Yuebing surname: Jiang fullname: Jiang, Yuebing organization: Department of Electrical and Computer Engineering, The University of New Mexico – sequence: 2 givenname: Marios S. surname: Pattichis fullname: Pattichis, Marios S. email: pattichis@ece.unm.edu organization: Department of Electrical and Computer Engineering, The University of New Mexico |
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| Cites_doi | 10.1109/30.793535 10.1109/78.365320 10.1109/TCE.2012.6414987 10.1109/TCSVT.2009.2031464 10.1109/TCSVT.2005.846433 10.1109/TCSVT.2004.842620 10.1109/TCSVT.2008.928881 10.1109/78.972492 10.1109/TVLSI.2009.2016839 10.1109/4.841502 10.1109/12.954513 10.1109/76.388064 10.1109/LES.2010.2080660 10.1109/TCOM.1977.1093941 10.1109/TCSI.2005.849109 10.1109/TIP.2010.2042111 10.1109/TCSVT.2012.2210664 10.1109/TCSVT.2011.2133750 10.1109/TCSVT.2011.2181232 10.1109/TIP.2009.2034992 10.1109/TCSVT.2008.918802 10.1109/TCSVT.2004.825542 10.1109/TCSVT.2006.880191 10.1109/TIP.2003.819861 10.1049/ip-vis:20000471 10.1145/1596532.1596541 10.1109/76.585925 10.1109/TIP.2006.881959 10.1109/SBCCI.2001.953032 10.1109/ICIP.2012.6467397 10.1109/SSIAI.2012.6202485 10.1109/CISS.2010.5464878 10.1109/ISVLSI.2007.13 10.1109/ASAP.1996.542799 10.1109/ISCAS.2000.858858 10.1109/ISCAS.2001.921106 10.1109/ITSIM.2010.5561411 10.1109/WAINA.2012.163 10.1109/ICSSEM.2012.6340742 10.1109/ICDECOM.2011.5738484 10.1117/12.845382 10.1109/ICASIC.2007.4415599 |
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| Keywords | DCT FPGA Finite word length Dynamically reconfigurable computing MJPEG Dynamic partial reconfiguration Zonal |
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| Title | A dynamically reconfigurable architecture system for time-varying image constraints (DRASTIC) for motion JPEG |
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