Miniscope3D: optimized single-shot miniature 3D fluorescence microscopy
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Abstract (arXiv)
Miniature fluorescence microscopes are a standard tool in systems biology. However, widefield miniature microscopes capture only 2D information, and modifications that enable 3D capabilities increase the size and weight and have poor resolution outside a narrow depth range. Here, we achieve the 3D capability by replacing the tube lens of a conventional 2D Miniscope with an optimized multifocal phase mask at the objective's aperture stop. Placing the phase mask at the aperture stop significantly reduces the size of the device, and varying the focal lengths enables a uniform resolution across a wide depth range. The phase mask encodes the 3D fluorescence intensity into a single 2D measurement, and the 3D volume is recovered by solving a sparsity-constrained inverse problem. We provide methods for designing and fabricating the phase mask and an efficient forward model that accounts for the field-varying aberrations in miniature objectives. We demonstrate a prototype that is 17 mm tall and weighs 2.5 grams, achieving 2.76 μm lateral, and 15 μm axial resolution across most of the 900x700x390 μ m3 volume at 40 volumes per second. The performance is validated experimentally on resolution targets, dynamic biological samples, and mouse brain tissue. Compared with existing miniature single-shot volume-capture implementations, our system is smaller and lighter and achieves a more than 2x better lateral and axial resolution throughout a 10x larger usable depth range. Our microscope design provides single-shot 3D imaging for applications where a compact platform matters, such as volumetric neural imaging in freely moving animals and 3D motion studies of dynamic samples in incubators and lab-on-a-chip devices.
Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Oct 2020.
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Citing papers per year: 2021: 4; 2022: 4; 2023: 1; 2024: 2; 2025: 2; 2026: 4.
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- 2021Untrained networks for compressive lensless photographycited by 13
- 2024PhoCoLens: Photorealistic and Consistent Reconstruction in Lensless Imagingcited by 13
- 2023Aberration-Aware Depth-from-Focuscited by 12
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- 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imagingcited by 6
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- 2022PS2F: Polarized Spiral Point Spread Function for Single-Shot 3D Sensingcited by 4
- 2025Efficient Depth- and Spatially-Varying Image Simulation for Defocus Deblurcited by 4
- 2021FourierNets enable the design of highly non-local optical encoders for computational imagingcited by 3
- 2025Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cuescited by 3
- 2021Diffractive lensless imaging with optimized Voronoi-Fresnel phasecited by 2
- 2024CoordGate: Efficiently Computing Spatially-Varying Convolutions in Convolutional Neural Networkscited by 2
5 more
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- 2026Integrated Forward-Inverse Network for Lensless Image Reconstructioncited by 0
- 2026Integrated Forward-Inverse Network for Lensless Image Reconstruction6 Jul 2026
- 2026DeepFilters: Scattering-Aware Pupil Engineering with Learned Digital Filter Reconstruction for Extended Depth of Field Microscopy13 May 2026
- 2026Guided Lensless Polarization Imaging28 Mar 2026
- 2026A Lensless Polarization Camera17 Mar 2026
- 2025Efficient Depth- and Spatially-Varying Image Simulation for Defocus Deblur1 Jul 2025
- 2025Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues23 May 2025
- 2024PhoCoLens: Photorealistic and Consistent Reconstruction in Lensless Imaging26 Sep 2024
- 2024CoordGate: Efficiently Computing Spatially-Varying Convolutions in Convolutional Neural Networks9 Jan 2024
- 2023Aberration-Aware Depth-from-Focus8 Mar 2023
- 2022PS2F: Polarized Spiral Point Spread Function for Single-Shot 3D Sensing3 Jul 2022
- 2022Annular Computational Imaging: Capture Clear Panoramic Images through Simple Lens13 Jun 2022
- 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging21 Apr 2022
5 more
- 2022Diffractive optical system design by cascaded propagation23 Feb 2022
- 2021Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Coding28 Dec 2021
- 2021Diffractive lensless imaging with optimized Voronoi-Fresnel phase28 Sep 2021
- 2021FourierNets enable the design of highly non-local optical encoders for computational imaging21 Apr 2021
- 2021Untrained networks for compressive lensless photography13 Mar 2021
- 2021Untrained networks for compressive lensless photographycited by 13
- 2023Aberration-Aware Depth-from-Focuscited by 12
- 2022Annular Computational Imaging: Capture Clear Panoramic Images through Simple Lenscited by 9
- 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imagingcited by 6
- 2021Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Codingcited by 5
- 2022PS2F: Polarized Spiral Point Spread Function for Single-Shot 3D Sensingcited by 4
- 2025Efficient Depth- and Spatially-Varying Image Simulation for Defocus Deblurcited by 4
- 2021FourierNets enable the design of highly non-local optical encoders for computational imagingcited by 3
- 2025Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cuescited by 3
- 2021Diffractive lensless imaging with optimized Voronoi-Fresnel phasecited by 2
- 2024CoordGate: Efficiently Computing Spatially-Varying Convolutions in Convolutional Neural Networkscited by 2
- 2022Diffractive optical system design by cascaded propagationcited by 1
12 most cited of 16 All 16 (JSON)
- 2026Integrated Forward-Inverse Network for Lensless Image Reconstruction6 Jul 2026
- 2026DeepFilters: Scattering-Aware Pupil Engineering with Learned Digital Filter Reconstruction for Extended Depth of Field Microscopy13 May 2026
- 2026Guided Lensless Polarization Imaging28 Mar 2026
- 2026A Lensless Polarization Camera17 Mar 2026
- 2025Efficient Depth- and Spatially-Varying Image Simulation for Defocus Deblur1 Jul 2025
- 2025Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues23 May 2025
- 2024CoordGate: Efficiently Computing Spatially-Varying Convolutions in Convolutional Neural Networks9 Jan 2024
- 2023Aberration-Aware Depth-from-Focus8 Mar 2023
- 2022PS2F: Polarized Spiral Point Spread Function for Single-Shot 3D Sensing3 Jul 2022
- 2022Annular Computational Imaging: Capture Clear Panoramic Images through Simple Lens13 Jun 2022
- 2022Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging21 Apr 2022
- 2022Diffractive optical system design by cascaded propagation23 Feb 2022
12 newest of 16 All 16 (JSON)