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A Lensless Polarization Camera

arXiv 2603.17156 ↗First posted 17 Mar 2026eess.IV cs.CV physics.opticscited by 0

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Abstract (arXiv)

Polarization imaging is a technique that creates a pixel map of the polarization state in a scene. Although invisible to the human eye, polarization can assist various sensing and computer vision tasks. Existing polarization cameras use spatial or temporal multiplexing, which increases the camera volume, weight, cost, or all of the above. Recent lensless imaging approaches, such as DiffuserCam, have demonstrated that compact imaging systems can be realized by replacing the lens with a coding element and performing computational reconstruction. In this work, we propose a compact lensless polarization camera composed of a diffuser and a simple striped polarization mask. By combining this optical design with a reconstruction algorithm that explicitly models the polarization-encoded lensless measurements, four linear polarization images are recovered from a single snapshot. Our results demonstrate the potential of lensless approaches for polarization imaging and reveal the physical factors that govern reconstruction quality, guiding the development of high-quality practical systems.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 21 of its 68 references that are in the map. First posted on arXiv 17 Mar 2026.

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21 of 68 references.

References · 21

  1. 2017Deep Image Priorcited by 1,098
  2. 2020Deep Learning Techniques for Inverse Problems in Imagingcited by 291
  3. 2019On instabilities of deep learning in image reconstruction - Does AI come at a cost?cited by 212
  4. 2021Deep Polarization Imaging for 3D shape and SVBRDF Acquisitioncited by 56
  5. 2017DiffuserCam: Lensless Single-exposure 3D Imagingcited by 51
  6. 2017Lensless computational imaging through deep learningcited by 44
  7. 2019Learned reconstructions for practical mask-based lensless imagingcited by 31
  8. 2020FlatNet: Towards Photorealistic Scene Reconstruction from Lensless Measurementscited by 26
  9. 2020Spectral DiffuserCam: lensless snapshot hyperspectral imaging with a spectral filter arraycited by 24
  10. 2020Miniscope3D: optimized single-shot miniature 3D fluorescence microscopycited by 17
  11. 2020Monochrome and Color Polarization Demosaicking Using Edge-Aware Residual Interpolationcited by 15
  12. 2019Video from Stills: Lensless Imaging with Rolling Shuttercited by 13
9 more
  1. 2021Untrained networks for compressive lensless photographycited by 13
  2. 2024PhoCoLens: Photorealistic and Consistent Reconstruction in Lensless Imagingcited by 13
  3. 2025PIDSR: Complementary Polarized Image Demosaicing and Super-Resolutioncited by 11
  4. 2022Deep Demosaicing for Polarimetric Filter Array Camerascited by 5
  5. 2024Learning to Deblur Polarized Imagescited by 5
  6. 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstructioncited by 4
  7. 2017Lensless Photography with only an image sensorcited by 3
  8. 2024DifuzCam: Replacing Camera Lens with a Mask and a Diffusion Modelcited by 1
  9. 2025Scalable dataset acquisition for data-driven lensless imagingcited by 1

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