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

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Date

2020

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Publisher

Elsevier

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.

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Keywords

Light fields, Depth filtering, Occlusion suppression, Real-time, Multi-dimensional filters, FPGARobotic vision, Camera arrays

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