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Multi-depth filtering and occlusion suppression in 4-D light fields: Algorithms and architectures

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dc.contributor.author Liyanage, N
dc.contributor.author Wijenayake, C
dc.contributor.author Edussooriya, C
dc.contributor.author Madanayake, A
dc.contributor.author Agathoklis, P
dc.contributor.author Bruton, LT
dc.contributor.author Ambikairajah, E
dc.date.accessioned 2023-03-07T08:57:16Z
dc.date.available 2023-03-07T08:57:16Z
dc.date.issued 2020
dc.identifier.citation Liyanage, N., Wijenayake, C., Edussooriya, C., Madanayake, A., Agathoklis, P., Bruton, L. T., & Ambikairajah, E. (2020). Multi-depth filtering and occlusion suppression in 4-D light fields: Algorithms and architectures. Signal Processing, 167, 107294. https://doi.org/10.1016/j.sigpro.2019.107294 en_US
dc.identifier.issn 0165-1684 en_US
dc.identifier.uri http://dl.lib.uom.lk/handle/123/20676
dc.description.abstract Low-complexity signal processing algorithms and reconfigurable digital hardware architectures are proposed for multi-depth filtering and occlusion suppression in 4-D light fields (LFs). The proposed multi-depth-pass (MDP) and multi-depth-reject (MDR) 4-D filters allow simultaneous enhancement of planar objects at multiple desired depths and attenuation of planar objects at multiple undesired depths, thereby achieving electronically tunable multi-depth focusing. Partial-separability and recursive nature of the proposed MDP and MDR transfer functions ensure ultra-low hardware complexity suitable for real-time processing of large volume of input samples encountered in 4-D LFs. Filter synthesis details and examples with synthetic and real LFs of size 15  ×  15 × 434  ×  625 are presented. A generic framework encapsulating a multitude of possible digital hardware realizations is described, employing J-unfolding and look-ahead pipelining albeit with modifications as applicable to the underlying multi-dimensional signal flow graphs to obtain increased real-time throughput. Proof-of-concept digital designs are provided for the 2-passband case of a MDP filter verifying a real-time throughput of  ≈ 490 LFs of size 9  ×  9 × 434  ×  625 per second for filters operating at 135 MHz on a Xilinx Virtex-7 FPGA device. en_US
dc.language.iso en_US en_US
dc.publisher Elsevier en_US
dc.subject Light fields en_US
dc.subject Depth filtering en_US
dc.subject Occlusion suppression en_US
dc.subject Real-time en_US
dc.subject Multi-dimensional filters en_US
dc.subject FPGARobotic vision en_US
dc.subject Camera arrays en_US
dc.title Multi-depth filtering and occlusion suppression in 4-D light fields: Algorithms and architectures en_US
dc.type Article-Full-text en_US
dc.identifier.year 2020 en_US
dc.identifier.journal Signal Processing en_US
dc.identifier.volume 167 en_US
dc.identifier.database ScienceDirect en_US
dc.identifier.pgnos 107294 en_US
dc.identifier.doi 10.1016/j.sigpro.2019.107294 en_US


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