High-Speed Low-Complexity Guided Image Filtering-Based Disparity Estimation

Vala, Charan Kumar and Immadisetty, Koushik and Acharyya, Amit and Leech, Charles and Balagopal, Vibishna and Merrett, Geoff V and Al-Hashimi, Bashir M (2018) High-Speed Low-Complexity Guided Image Filtering-Based Disparity Estimation. IEEE Transactions on Circuits and Systems I: Regular Papers, 65 (2). pp. 606-617. ISSN 1549-8328

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Abstract

Stereo vision is a methodology to obtain depth in a scene based on the stereo image pair. In this paper, we introduce a discrete wavelet transform (DWT)-based methodology for a state-of-the-art disparity estimation algorithm that resulted in significant performance improvement in terms of speed and computational complexity. In the initial stage of the proposed algorithm, we apply DWT to the input images, reducing the number of samples to be processed in subsequent stages by 50%, thereby decreasing computational complexity and improving processing speed. Subsequently, the architecture has been designed based on this proposed methodology and prototyped on a Xilinx Virtex-7 FPGA. The performance of the proposed methodology has been evaluated against four standard Middlebury Benchmark image pairs viz. Tsukuba, Venus, Teddy, and Cones. The proposed methodology results in the improvement of about 44.4% cycles per frame, 52% frames/s, and 61.5% and 59.6% LUT and register utilization, respectively, compared with state-of-the-art designs

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IITH Creators:
IITH CreatorsORCiD
Acharyya, Amithttp://orcid.org/0000-0002-5636-0676
Item Type: Article
Uncontrolled Keywords: Guided image filtering, stereo-matching, FPGA, discrete wavelet transform, low-complexity, high-speed
Subjects: Electrical Engineering
Divisions: Department of Electrical Engineering
Depositing User: Team Library
Date Deposited: 16 Feb 2018 08:02
Last Modified: 16 Feb 2018 08:02
URI: http://raiith.iith.ac.in/id/eprint/3789
Publisher URL: http://doi.org/10.1109/TCSI.2017.2729084
OA policy: http://www.sherpa.ac.uk/romeo/issn/1549-8328/
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