Video from Stills: Lensless Imaging with Rolling Shutter
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Abstract (arXiv)
Because image sensor chips have a finite bandwidth with which to read out pixels, recording video typically requires a trade-off between frame rate and pixel count. Compressed sensing techniques can circumvent this trade-off by assuming that the image is compressible. Here, we propose using multiplexing optics to spatially compress the scene, enabling information about the whole scene to be sampled from a row of sensor pixels, which can be read off quickly via a rolling shutter CMOS sensor. Conveniently, such multiplexing can be achieved with a simple lensless, diffuser-based imaging system. Using sparse recovery methods, we are able to recover 140 video frames at over 4,500 frames per second, all from a single captured image with a rolling shutter sensor. Our proof-of-concept system uses easily-fabricated diffusers paired with an off-the-shelf sensor. The resulting prototype enables compressive encoding of high frame rate video into a single rolling shutter exposure, and exceeds the sampling-limited performance of an equivalent global shutter system for sufficiently sparse objects.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 May 2019.
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Citing papers per year: 2021: 5; 2022: 0; 2023: 0; 2024: 2; 2025: 2; 2026: 4.
13 papers.
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- 2021Untrained networks for compressive lensless photographycited by 13
- 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Visioncited by 7
- 2021Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Codingcited 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
- 202110-mega pixel snapshot compressive imaging with a hybrid coded aperturecited by 2
- 2025Learning to See Inside Opaque Liquid Containers using Speckle Vibrometrycited by 1
- 2024Characterization of point-source transient events with a rolling-shutter compressed sensing systemcited by 0
- 2024Let There Be Light: Robust Lensless Imaging Under External Illumination With Deep Learningcited by 0
- 2026A Lensless Polarization Cameracited by 0
- 2026Guided Lensless Polarization Imagingcited by 0
- 2026Color-Encoded Illumination for High-Speed Volumetric Scene Reconstructioncited by 0
1 more
- 2026Integrated Forward-Inverse Network for Lensless Image Reconstruction6 Jul 2026
- 2026Color-Encoded Illumination for High-Speed Volumetric Scene Reconstruction29 Apr 2026
- 2026Guided Lensless Polarization Imaging28 Mar 2026
- 2026A Lensless Polarization Camera17 Mar 2026
- 2025Learning to See Inside Opaque Liquid Containers using Speckle Vibrometry28 Jul 2025
- 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstruction3 Feb 2025
- 2024Let There Be Light: Robust Lensless Imaging Under External Illumination With Deep Learning25 Sep 2024
- 2024Characterization of point-source transient events with a rolling-shutter compressed sensing system29 Aug 2024
- 2021Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Coding28 Dec 2021
- 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Vision18 Sep 2021
- 2021A Simple Framework for 3D Lensless Imaging with Programmable Masks18 Aug 2021
- 202110-mega pixel snapshot compressive imaging with a hybrid coded aperture30 Jun 2021
1 more
- 2021Untrained networks for compressive lensless photography13 Mar 2021
- 2021Untrained networks for compressive lensless photographycited by 13
- 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Visioncited by 7
- 2021Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Codingcited 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
- 202110-mega pixel snapshot compressive imaging with a hybrid coded aperturecited by 2
- 2025Learning to See Inside Opaque Liquid Containers using Speckle Vibrometrycited by 1
- 2024Characterization of point-source transient events with a rolling-shutter compressed sensing systemcited by 0
- 2024Let There Be Light: Robust Lensless Imaging Under External Illumination With Deep Learningcited by 0
- 2026A Lensless Polarization Cameracited by 0
- 2026Guided Lensless Polarization Imagingcited by 0
- 2026Color-Encoded Illumination for High-Speed Volumetric Scene Reconstructioncited by 0
12 most cited of 13 All 13 (JSON)
- 2026Integrated Forward-Inverse Network for Lensless Image Reconstruction6 Jul 2026
- 2026Color-Encoded Illumination for High-Speed Volumetric Scene Reconstruction29 Apr 2026
- 2026Guided Lensless Polarization Imaging28 Mar 2026
- 2026A Lensless Polarization Camera17 Mar 2026
- 2025Learning to See Inside Opaque Liquid Containers using Speckle Vibrometry28 Jul 2025
- 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstruction3 Feb 2025
- 2024Let There Be Light: Robust Lensless Imaging Under External Illumination With Deep Learning25 Sep 2024
- 2024Characterization of point-source transient events with a rolling-shutter compressed sensing system29 Aug 2024
- 2021Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Coding28 Dec 2021
- 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Vision18 Sep 2021
- 2021A Simple Framework for 3D Lensless Imaging with Programmable Masks18 Aug 2021
- 202110-mega pixel snapshot compressive imaging with a hybrid coded aperture30 Jun 2021
12 newest of 13 All 13 (JSON)