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Паралелни меморијски подсистеми за примену у обради слике и видеа у мобилним уређејима

Parallel memory subsystems for image and video processing on mobile devices

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2015
Disertacija3728.pdf (8.141Mb)
Jakovljevic_Radomir.pdf (1.117Mb)
Author
Jakovljević, Radomir M.
Mentor
Milićev, Dragan.
Committee members
Jovanović, Zoran
Starčević, Dušan
Saranovac, Lazar
Tomašević, Milo
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Abstract
Добро је познато да уско грло векторских процесора за дигиталну обраду слике и видеа, које ограничава њихове перформансе, јесте приступ пикселима у меморији. Ова теза предлаже ново решење паралелног меморијског подсистема на чипу, што укључује нове функционалности и одговарајућу архитектуру, које омогућава већу брзину обраде на оваквим процесорима и троши мање енергије при обради истог броја пиксела од најефикаснијих постојећих подсистема.
Accessing pixels in memory is a well-known performance bottleneck of SIMD (Single-Instruction Multiple-Data) processors for image and video processing. This thesis proposes a new solution of a parallel on-chip memory subsystem, including new functionalities and an enabling architecture, which enables a higher processing throughput and consumes less energy per processed pixel than the other state-ofthe- art subsystems. The thesis first presents new functionalities of a parallel memory subsystem, i.e. new block and row access modes, which are better adjusted to the needs of image and video processing algorithms than the functionalities of existing parallel memory subsystems. The new access modes significantly reduce the number of on-chip memory read and write accesses, and thereby accelerate the imaging/video kernels that are in focus of this work: sub-pixel block-matching motion estimation, pixel interpolation for motion compensation, and spatial window-based filtering. The main idea of... the new access modes is to exploit spatial overlaps of blocks/rows accessed in the memory subsystem, which are known at the subsystem design-time, and merge multiple accesses into a single one by accessing somewhat more pixels at a time than with other parallel memories. To avoid the need for a wider, and therefore more costly SIMD datapath, this work proposes new memory read operations that split all pixels accessed at a time into multiple SIMD-wide blocks/rows, in a convenient way for further processing. In addition to a higher processing throughput, the new access modes reduce the energy consumed by the parallel memory subsystem for the same amount of processed pixels, by reducing the number of repeated accesses of the same pixels...

Faculty:
Универзитет у Београду, Електротехнички факултет
Date:
25-12-2015
Keywords:
Функционалност паралелног меморијског подсистема / functionality of parallel memory subsystem / архитектура паралелног меморијског подсистема / векторски процесори / обрада слике / обрада видеа / упаривање блокова / естимација кретања / компензација кретања / интерполација пиксела / филтрирање у просторном домену / architecture of parallel memory subsystem / SIMD processors / image processing / video processing / block-matching / motion estimation / motion compensation / pixel interpolation / spatial filtering
[ Google Scholar ]
Handle
https://hdl.handle.net/21.15107/rcub_nardus_5809
URI
https://nardus.mpn.gov.rs/handle/123456789/5809
http://eteze.bg.ac.rs/application/showtheses?thesesId=3167
https://fedorabg.bg.ac.rs/fedora/get/o:11502/bdef:Content/download
http://vbs.rs/scripts/cobiss?command=DISPLAY&base=70036&RID=47618575

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