Intelligent Computing (Jan 2023)

Sampling for Snapshot Compressive Imaging

  • Minghao Hu,
  • Zongliang Wu,
  • Qian Huang,
  • Xin Yuan,
  • David Brady

DOI
https://doi.org/10.34133/icomputing.0038
Journal volume & issue
Vol. 2

Abstract

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In this study, we compare interlaced and multiscale sampling of smooth manifolds for snapshot compressive imaging. With a particular focus on spectral, spatial, and temporal focal photographic imaging systems, we show that structured transformer networks enable the efficient integration of multiscale manifolds. In the applications considered here, transformer networks enable simpler and more target-specific sampling strategies for compressive tomography.