Evaluating Vivado High-Level Synthesis on OpenCV Functions for the Zynq-7000 FPGA
Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
More complex and intricate Computer Vision algorithms combined with higher resolution image streams put bigger and bigger demands on processing power. CPU clock frequencies are now pushing the limits of possible speeds, and have instead started growing in number of cores. Most Computer Vision algorithms' performance respond well to parallel solutions. Dividing the algorithm over 4-8 CPU cores can give a good speed-up, but using chips with Programmable Logic (PL) such as FPGA's can give even more.
An interesting recent addition to the FPGA family is a System on Chip (SoC) that combines a CPU and an FPGA in one chip, such as the Zynq-7000 series from Xilinx. This tight integration between the Programmable Logic and Processing System (PS) opens up for designs where C programs can use the programmable logic to accelerate selected parts of the algorithm, while still behaving like a C program.
On that subject, Xilinx has introduced a new High-Level Synthesis Tool (HLST) called Vivado HLS, which has the power to accelerate C code by synthesizing it to Hardware Description Language (HDL) code. This potentially bridges two otherwise very separate worlds; the ever popular OpenCV library and FPGAs.
This thesis will focus on evaluating Vivado HLS from Xilinx primarily with image processing in mind for potential use on GIMME-2; a system with a Zynq-7020 SoC and two high resolution image sensors, tailored for stereo vision.
Place, publisher, year, edition, pages
2015. , 53 p.
FPGA, OpenCV, Zynq-7000, Vivado HLS, Vivado, High Level Synthesis, HLS, Computer Vision, Xilinx, System on Chip, SoC, GIMME-2, Stereo Vision, Harris
Robotics Computer Vision and Robotics (Autonomous Systems) Computer Engineering
IdentifiersURN: urn:nbn:se:mdh:diva-29591OAI: oai:DiVA.org:mdh-29591DiVA: diva2:873317
2015-11-13, Gamma, Högskoleplan 1, Västerås, 13:15 (English)
Ahlberg, Carl, Doktorand
Ekström, Mikael, Docent