Real-time implementation of adaptive correlation filter tracking for 4K video stream in Zynq UltraScale plus MPSoC

被引：0
|
作者：
Kowalczyk, Marcin [1 ]
Przewlocka, Dominika [1 ]
Kryjak, Tomasz [1 ]
机构：
[1] AGH Univ Sci & Technol, Krakow, Poland
来源：
2019 CONFERENCE ON DESIGN AND ARCHITECTURES FOR SIGNAL AND IMAGE PROCESSING (DASIP) | 2019年
关键词：
FPGA; Zynq SoC; image processing; object tracking; real-time processing; correlation filter; MOSSE;
D O I：
暂无
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper a hardware-software implementation of adaptive correlation filter tracking for a 3840 x 2160 @ 60 fps video stream in a Zynq UltraScale+ MPSoC is discussed. Correlation filters gained popularity in recent years because of their efficiency and good results in the VOT (Visual Object Tracking) challenge. An implementation of the MOSSE (Minimum Output Sum of Squared Error) algorithm is presented. It utilizes 2-dimensional FFT for computing correlation and updates filter coefficients in every frame. The initial filter coefficients are computed on the ARM processor in the PS (Processing System), while all other operations are preformed in PL (Programmable Logic). The presented architecture was described with the use of Verilog hardware description language.
引用
收藏
页码：53 / 58
页数：6
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