Title :
Dense stereo disparity maps by Dynamic Time Warp with sparse features and FPGA acceleration
Author :
Zheng Qian ; Takaya, K.
Author_Institution :
Electr. & Comput. Eng., Univ. of Saskatchewan, Saskatoon, SK, Canada
Abstract :
Dense stereo disparity map provides a robust method on distance measurements in a 3D scene. Due to its computational complexity in nature, it has been a challenge to achieve real-time processing. In the past years, various algorithms have been studied in order to reach the goal of real-time processing. In this paper, a Dynamic Time Warp (DTW) algorithm is proposed. The DTW algorithm provides excellent results of dense stereo disparity maps in accuracy. Furthermore, an improvement on the DTW algorithm, which is the DTW with coarse quantization, is suggested to reduce the computational expense so as to meet the requirement of real-time processing. A hardware acceleration approach on an FPGA is also discussed to realize processing at a video rate.
Keywords :
distance measurement; field programmable gate arrays; quantisation (signal); solid modelling; stereo image processing; time warp simulation; video signal processing; 3D scene; DTW algorithm; FPGA; coarse quantization; computational complexity; dense stereo disparity map; distance measurements; dynamic time warp algorithm; hardware acceleration; real-time processing; video processing; Cameras; Field programmable gate arrays; Hardware; Heuristic algorithms; Quantization; Real time systems; Stereo vision; Dense stereo disparity map; dynamic time warp; field programmable gate array;
Conference_Titel :
Electrical and Computer Engineering (CCECE), 2011 24th Canadian Conference on
Conference_Location :
Niagara Falls, ON
Print_ISBN :
978-1-4244-9788-1
Electronic_ISBN :
0840-7789
DOI :
10.1109/CCECE.2011.6030582