Spectral DiffuserCam: lensless snapshot hyperspectral imaging with a spectral filter array
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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.
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- 2021Untrained networks for compressive lensless photographycited by 13
- 2023Thin On-Sensor Nanophotonic Array Camerascited by 13
- 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imagingcited by 6
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photographycited by 5
- 2021A Simple Framework for 3D Lensless Imaging with Programmable Maskscited by 4
- 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstructioncited by 4
- 2023Polarization Multi-Image Synthesis with Birefringent Metasurfacescited by 3
- 2024Learning to See Through Dazzlecited by 3
- 2025FlatTrack: Eye-tracking with ultra-thin lensless camerascited by 3
- 2021Coded Illumination for Improved Lensless Imagingcited by 1
- 2023mHealth hyperspectral learning for instantaneous spatiospectral imaging of hemodynamicscited by 1
- 2024Filterless Snapshot Hyperspectral Imaging using Guided Patch Diffusioncited by 1
12 more
- 2025Collaborative On-Sensor Array Camerascited by 1
- 2025Learned Off-aperture Encoding for Wide Field-of-view RGBD Imagingcited by 1
- 2024Let There Be Light: Robust Lensless Imaging Under External Illumination With Deep Learningcited by 0
- 2024Integration of Communication and Computational Imagingcited by 0
- 2025Snapshot multi-spectral imaging through defocusing and a Fourier imager networkcited by 0
- 2025Spectrum from Defocus: Fast Spectral Imaging with Chromatic Focal Stackcited by 0
- 2025Flow-Matching Guided Deep Unfolding for Hyperspectral Image Reconstructioncited by 0
- 2025Hierarchical Spatial-Frequency Aggregation for Spectral Deconvolution Imagingcited by 0
- 2026A Lensless Polarization Cameracited by 0
- 2026Guided Lensless Polarization Imagingcited by 0
- 2026Integrated Forward-Inverse Network for Lensless Image Reconstructioncited by 0
- 2026Aperture-aware Dispersion 5-D Light-field Imaging Spectrometercited by 0
- 2026Aperture-aware Dispersion 5-D Light-field Imaging Spectrometer6 Jul 2026
- 2026Integrated Forward-Inverse Network for Lensless Image Reconstruction6 Jul 2026
- 2026Guided Lensless Polarization Imaging28 Mar 2026
- 2026A Lensless Polarization Camera17 Mar 2026
- 2025Hierarchical Spatial-Frequency Aggregation for Spectral Deconvolution Imaging10 Nov 2025
- 2025Flow-Matching Guided Deep Unfolding for Hyperspectral Image Reconstruction2 Oct 2025
- 2025Learned Off-aperture Encoding for Wide Field-of-view RGBD Imaging30 Jul 2025
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photography28 Jun 2025
- 2025Collaborative On-Sensor Array Cameras4 Jun 2025
- 2025Spectrum from Defocus: Fast Spectral Imaging with Chromatic Focal Stack26 Mar 2025
- 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstruction3 Feb 2025
- 2025FlatTrack: Eye-tracking with ultra-thin lensless cameras26 Jan 2025
12 more
- 2025Snapshot multi-spectral imaging through defocusing and a Fourier imager network24 Jan 2025
- 2024Filterless Snapshot Hyperspectral Imaging using Guided Patch Diffusion3 Dec 2024
- 2024Integration of Communication and Computational Imaging25 Oct 2024
- 2024Let There Be Light: Robust Lensless Imaging Under External Illumination With Deep Learning25 Sep 2024
- 2024Learning to See Through Dazzle24 Feb 2024
- 2023Thin On-Sensor Nanophotonic Array Cameras5 Aug 2023
- 2023Polarization Multi-Image Synthesis with Birefringent Metasurfaces16 Jul 2023
- 2023mHealth hyperspectral learning for instantaneous spatiospectral imaging of hemodynamics27 Mar 2023
- 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging21 Apr 2022
- 2021Coded Illumination for Improved Lensless Imaging25 Nov 2021
- 2021A Simple Framework for 3D Lensless Imaging with Programmable Masks18 Aug 2021
- 2021Untrained networks for compressive lensless photography13 Mar 2021
- 2021Untrained networks for compressive lensless photographycited by 13
- 2023Thin On-Sensor Nanophotonic Array Camerascited by 13
- 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imagingcited by 6
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photographycited by 5
- 2021A Simple Framework for 3D Lensless Imaging with Programmable Maskscited by 4
- 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstructioncited by 4
- 2023Polarization Multi-Image Synthesis with Birefringent Metasurfacescited by 3
- 2024Learning to See Through Dazzlecited by 3
- 2025FlatTrack: Eye-tracking with ultra-thin lensless camerascited by 3
- 2021Coded Illumination for Improved Lensless Imagingcited by 1
- 2023mHealth hyperspectral learning for instantaneous spatiospectral imaging of hemodynamicscited by 1
- 2024Filterless Snapshot Hyperspectral Imaging using Guided Patch Diffusioncited by 1
12 most cited of 23 All 23 (JSON)
- 2026Aperture-aware Dispersion 5-D Light-field Imaging Spectrometer6 Jul 2026
- 2026Integrated Forward-Inverse Network for Lensless Image Reconstruction6 Jul 2026
- 2026Guided Lensless Polarization Imaging28 Mar 2026
- 2026A Lensless Polarization Camera17 Mar 2026
- 2025Hierarchical Spatial-Frequency Aggregation for Spectral Deconvolution Imaging10 Nov 2025
- 2025Learned Off-aperture Encoding for Wide Field-of-view RGBD Imaging30 Jul 2025
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photography28 Jun 2025
- 2025Collaborative On-Sensor Array Cameras4 Jun 2025
- 2025Spectrum from Defocus: Fast Spectral Imaging with Chromatic Focal Stack26 Mar 2025
- 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstruction3 Feb 2025
- 2025FlatTrack: Eye-tracking with ultra-thin lensless cameras26 Jan 2025
- 2025Snapshot multi-spectral imaging through defocusing and a Fourier imager network24 Jan 2025
12 newest of 23 All 23 (JSON)