DocumentCode
1899796
Title
High performance FPGA object detector: Hardware prototype
Author
Zemcik, Pavel ; Juranek, Roman ; Musil, Petr ; Musil, Martin ; Hradis, Michal
Author_Institution
Dept. of Comput. Graphics & Multimedia, Brno Univ. of Technol., Brno, Czech Republic
fYear
2013
fDate
2-4 Sept. 2013
Firstpage
1
Lastpage
1
Abstract
Summary form only given. In this demo, we introduce a novel architecture of an engine for high performance multi-scale detection of objects in videos based on WaldBoost training algorithm. The key properties of the architecture include processing of streamed data and low resource consumption. We implemented the engine in FPGA and we show that it can process 640 × 480 pixel video streams at over 160 FPS without the need of external memory.
Keywords
field programmable gate arrays; learning (artificial intelligence); object detection; video signal processing; video streaming; WaldBoost training algorithm; engine architecture; hardware prototype; high performance FPGA object detector; high performance multiscale object detection; low resource consumption; streamed data processing; video streams; Detectors; Engines; Field programmable gate arrays; Hardware; Prototypes; Streaming media; Videos;
fLanguage
English
Publisher
ieee
Conference_Titel
Field Programmable Logic and Applications (FPL), 2013 23rd International Conference on
Conference_Location
Porto
Type
conf
DOI
10.1109/FPL.2013.6645622
Filename
6645622
Link To Document