Compressively sampled light field reconstruction using orthogonal frequency selection and refinement

作者:

Highlights:

• Light field acquisition devices suffer from a spatio-angular trade-off.

• Compressive reconstruction is possible from a small number of spatial samples.

• The 4D Fourier spectrum of a light field is sparse.

• Sparsity of the light field is better preserved in the continuous Fourier domain.

摘要

•Light field acquisition devices suffer from a spatio-angular trade-off.•Compressive reconstruction is possible from a small number of spatial samples.•The 4D Fourier spectrum of a light field is sparse.•Sparsity of the light field is better preserved in the continuous Fourier domain.

论文关键词:Light fields,Computational photography,Sparse reconstruction,Compressive sensing,Fourier transform,Continuous spectrum

论文评审过程:Received 15 August 2020, Revised 5 October 2020, Accepted 26 November 2020, Available online 5 December 2020, Version of Record 24 December 2020.

论文官网地址:https://doi.org/10.1016/j.image.2020.116087