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https://hdl.handle.net/2440/78927
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Type: | Journal article |
Title: | Linking local and global optical flow computation by subspace regularization |
Author: | Niu, Y. Dick, A. Brooks, M. |
Citation: | Optical Engineering, 2013; 52(3):1-10 |
Publisher: | SPIE-Int Society Optical Engineering |
Issue Date: | 2013 |
ISSN: | 0091-3286 1560-2303 |
Statement of Responsibility: | Yan Niu, Anthony Dick, Michael Brooks |
Abstract: | Optical flow computation methods are traditionally classified to two categories: local and global. Several previous works have investigated the combination of them by exploiting their complementary effects. Unlike previous works, this paper is motivated by the common weakness of the two schemes and proposes linking local and global computation by subspace regularization. We will show that the subspace regularization can effectively reduce the error caused by ill-conditioned local computation systems, while inhibiting error diffusion suffered by the global regularization. Experimental results on benchmark sequences validate the enhanced performance of the proposed combination scheme. © 2013 Society of Photo-Optical Instrumentation Engineers (SPIE). |
Keywords: | local/global optical flow computation subspace constraint motion segmentation. |
Rights: | © 2013 SPIE |
DOI: | 10.1117/1.OE.52.3.037205 |
Grant ID: | http://purl.org/au-research/grants/arc/DP1094764 http://purl.org/au-research/grants/arc/DP1094764 |
Published version: | http://dx.doi.org/10.1117/1.oe.52.3.037205 |
Appears in Collections: | Aurora harvest Computer Science publications |
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