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

dc.contributor.authorLiyanage, N
dc.contributor.authorWijenayake, C
dc.contributor.authorEdussooriya, C
dc.contributor.authorMadanayake, A
dc.contributor.authorAgathoklis, P
dc.contributor.authorBruton, LT
dc.contributor.authorAmbikairajah, E
dc.date.accessioned2023-03-07T08:57:16Z
dc.date.available2023-03-07T08:57:16Z
dc.date.issued2020
dc.description.abstractLow-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.identifier.citationLiyanage, 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.2019.107294en_US
dc.identifier.databaseScienceDirecten_US
dc.identifier.doi10.1016/j.sigpro.2019.107294en_US
dc.identifier.issn0165-1684en_US
dc.identifier.journalSignal Processingen_US
dc.identifier.pgnos107294en_US
dc.identifier.urihttp://dl.lib.uom.lk/handle/123/20676
dc.identifier.volume167en_US
dc.identifier.year2020en_US
dc.language.isoen_USen_US
dc.publisherElsevieren_US
dc.subjectLight fieldsen_US
dc.subjectDepth filteringen_US
dc.subjectOcclusion suppressionen_US
dc.subjectReal-timeen_US
dc.subjectMulti-dimensional filtersen_US
dc.subjectFPGARobotic visionen_US
dc.subjectCamera arraysen_US
dc.titleMulti-depth filtering and occlusion suppression in 4-D light fields: Algorithms and architecturesen_US
dc.typeArticle-Full-texten_US

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