mlsanityData to 7 Oct 2026

Spectral DiffuserCam: lensless snapshot hyperspectral imaging with a spectral filter array

arXiv 2006.08565 ↗First posted 15 Jun 2020eess.IV cs.CV physics.opticscited by 24

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Abstract (arXiv)

Hyperspectral imaging is useful for applications ranging from medical diagnostics to agricultural crop monitoring; however, traditional scanning hyperspectral imagers are prohibitively slow and expensive for widespread adoption. Snapshot techniques exist but are often confined to bulky benchtop setups or have low spatio-spectral resolution. In this paper, we propose a novel, compact, and inexpensive computational camera for snapshot hyperspectral imaging. Our system consists of a tiled spectral filter array placed directly on the image sensor and a diffuser placed close to the sensor. Each point in the world maps to a unique pseudorandom pattern on the spectral filter array, which encodes multiplexed spatio-spectral information. By solving a sparsity-constrained inverse problem, we recover the hyperspectral volume with sub-super-pixel resolution. Our hyperspectral imaging framework is flexible and can be designed with contiguous or non-contiguous spectral filters that can be chosen for a given application. We provide theory for system design, demonstrate a prototype device, and present experimental results with high spatio-spectral resolution.

Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Jun 2020.

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Citing papers per year: 2021: 3; 2022: 1; 2023: 3; 2024: 4; 2025: 9; 2026: 4.

24 papers.

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  1. 2021Untrained networks for compressive lensless photographycited by 13
  2. 2023Thin On-Sensor Nanophotonic Array Camerascited by 13
  3. 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imagingcited by 6
  4. 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photographycited by 5
  5. 2021A Simple Framework for 3D Lensless Imaging with Programmable Maskscited by 4
  6. 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstructioncited by 4
  7. 2023Polarization Multi-Image Synthesis with Birefringent Metasurfacescited by 3
  8. 2024Learning to See Through Dazzlecited by 3
  9. 2025FlatTrack: Eye-tracking with ultra-thin lensless camerascited by 3
  10. 2021Coded Illumination for Improved Lensless Imagingcited by 1
  11. 2023mHealth hyperspectral learning for instantaneous spatiospectral imaging of hemodynamicscited by 1
  12. 2024Filterless Snapshot Hyperspectral Imaging using Guided Patch Diffusioncited by 1
12 more
  1. 2025Collaborative On-Sensor Array Camerascited by 1
  2. 2025Learned Off-aperture Encoding for Wide Field-of-view RGBD Imagingcited by 1
  3. 2024Let There Be Light: Robust Lensless Imaging Under External Illumination With Deep Learningcited by 0
  4. 2024Integration of Communication and Computational Imagingcited by 0
  5. 2025Snapshot multi-spectral imaging through defocusing and a Fourier imager networkcited by 0
  6. 2025Spectrum from Defocus: Fast Spectral Imaging with Chromatic Focal Stackcited by 0
  7. 2025Flow-Matching Guided Deep Unfolding for Hyperspectral Image Reconstructioncited by 0
  8. 2025Hierarchical Spatial-Frequency Aggregation for Spectral Deconvolution Imagingcited by 0
  9. 2026A Lensless Polarization Cameracited by 0
  10. 2026Guided Lensless Polarization Imagingcited by 0
  11. 2026Integrated Forward-Inverse Network for Lensless Image Reconstructioncited by 0
  12. 2026Aperture-aware Dispersion 5-D Light-field Imaging Spectrometercited by 0