DocumentCode :
1783759
Title :
Feature Points Based Video Object Tracking for Dynamic Scenes and Its FPGA System Prototyping
Author :
Yin Tsung Hwang ; Bing Cheng Tsai ; Yu Ting Pai ; Ming Hwa Sheu
Author_Institution :
Nat. Chung Hsing Univ., Taichung, Taiwan
fYear :
2014
fDate :
27-29 Aug. 2014
Firstpage :
325
Lastpage :
328
Abstract :
A feature points based video object tracking system for dynamic scenes is developed and implemented on a FPGA prototyping platform. In terms of algorithm, based on gradient vectors, the special features of the target object are first extracted and used as a matching template for the object tracking purpose. No object segmentation or background registration is required so that the computing complexity can be largely reduced. The developed algorithm is then mapped to a highly parallel and deeply pipelined systolic array using a space-time transform procedure. Based on the concept of hardware-software (HW-SW) code sign, the entire system is implemented on an FPGA prototyping platform under the control of a host PC. The host PC is in charge of the video capture, display and user interface. The FPGA serves as a hardware accelerator where a hardwired version of the tracking algorithm is realized. A HW-SW communication interface is developed to support the data exchange and control synchronization between PC and FPGA. The experimental result shows that the prototyping system can perform the tracking at a rate of 30fps for 640×480 sized video.
Keywords :
feature extraction; field programmable gate arrays; hardware-software codesign; image matching; object tracking; pipeline processing; systolic arrays; FPGA prototyping platform; FPGA system prototyping; HW-SW communication interface; background registration; control synchronization; data exchange; deeply pipelined systolic array; display interface; dynamic scenes; feature points; gradient vectors; hardware accelerator; hardware-software code sign; host PC; matching template; object segmentation; object tracking purpose; space-time transform procedure; user interface; video capture; video object tracking; Feature extraction; Field programmable gate arrays; Finite impulse response filters; Hardware; Object tracking; Streaming media; Vectors; HW/SW co-design; dynamic scene; feature points; object tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2014 Tenth International Conference on
Conference_Location :
Kitakyushu
Print_ISBN :
978-1-4799-5389-9
Type :
conf
DOI :
10.1109/IIH-MSP.2014.87
Filename :
6998333
Link To Document :
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