mlsanityData to 7 Oct 2026

Coded Illumination for Improved Lensless Imaging

arXiv 2111.12862 ↗First posted 25 Nov 2021eess.IV cs.CVcited by 1

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Abstract (arXiv)

Mask-based lensless cameras can be flat, thin, and light-weight, which makes them suitable for novel designs of computational imaging systems with large surface areas and arbitrary shapes. Despite recent progress in lensless cameras, the quality of images recovered from the lensless cameras is often poor due to the ill-conditioning of the underlying measurement system. In this paper, we propose to use coded illumination to improve the quality of images reconstructed with lensless cameras. In our imaging model, the scene/object is illuminated by multiple coded illumination patterns as the lensless camera records sensor measurements. We designed and tested a number of illumination patterns and observed that shifting dots (and related orthogonal) patterns provide the best overall performance. We propose a fast and low-complexity recovery algorithm that exploits the separability and block-diagonal structure in our system. We present simulation results and hardware experiment results to demonstrate that our proposed method can significantly improve the reconstruction quality.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 15 of its 65 references that are in the map. First posted on arXiv 25 Nov 2021.

Builds on

15 of 65 references.

References · 15

  1. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,604
  2. 2017Compressed Sensing using Generative Modelscited by 337
  3. 2018Phase Retrieval Under a Generative Priorcited by 73
  4. 2019Deep Optics for Monocular Depth Estimation and 3D Object Detectioncited by 65
  5. 2017DiffuserCam: Lensless Single-exposure 3D Imagingcited by 51
  6. 2019Learned reconstructions for practical mask-based lensless imagingcited by 31
  7. 2013Phase Retrieval from Coded Diffraction Patternscited by 26
  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. 2019Alternating Phase Projected Gradient Descent with Generative Priors for Solving Compressive Phase Retrievalcited by 18
  11. 2021Untrained networks for compressive lensless photographycited by 13
  12. 2019Joint Image and Depth Estimation with Mask-Based Lensless Camerascited by 5
3 more
  1. 2021A Simple Framework for 3D Lensless Imaging with Programmable Maskscited by 4
  2. 2017Analysis and Optimization of Aperture Design in Computational Imagingcited by 3
  3. 2013A Framework for the Analysis of Computational Imaging Systems with Practical Applicationscited by 1

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