Thin On-Sensor Nanophotonic Array Cameras
Not on the map. Why?
Abstract (arXiv)
Today's commodity camera systems rely on compound optics to map light originating from the scene to positions on the sensor where it gets recorded as an image. To record images without optical aberrations, i.e., deviations from Gauss' linear model of optics, typical lens systems introduce increasingly complex stacks of optical elements which are responsible for the height of existing commodity cameras. In this work, we investigate flat nanophotonic computational cameras as an alternative that employs an array of skewed lenslets and a learned reconstruction approach. The optical array is embedded on a metasurface that, at 700~nm height, is flat and sits on the sensor cover glass at 2.5~mm focal distance from the sensor. To tackle the highly chromatic response of a metasurface and design the array over the entire sensor, we propose a differentiable optimization method that continuously samples over the visible spectrum and factorizes the optical modulation for different incident fields into individual lenses. We reconstruct a megapixel image from our flat imager with a learned probabilistic reconstruction method that employs a generative diffusion model to sample an implicit prior. To tackle scene-dependent aberrations in broadband, we propose a method for acquiring paired captured training data in varying illumination conditions. We assess the proposed flat camera design in simulation and with an experimental prototype, validating that the method is capable of recovering images from diverse scenes in broadband with a single nanophotonic layer.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 26 of its 96 references that are in the map. First posted on arXiv 5 Aug 2023.
Builds on
26 of 96 references.
References · 26
- 2017Attention Is All You Needcited by 59,932
- 2020Denoising Diffusion Probabilistic Modelscited by 20,851
- 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,604
- 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
- 2020Denoising Diffusion Implicit Modelscited by 9,655
- 2015Deep Unsupervised Learning using Nonequilibrium Thermodynamicscited by 7,005
- 2022Denoising Diffusion Restoration Modelscited by 951
- 2016The Little Engine that Could: Regularization by Denoising (RED)cited by 303
- 2022Diffusion-SDF: Conditional Generative Modeling of Signed Distance Functionscited by 133
- 2019Zoom To Learn, Learn To Zoomcited by 114
- 2019Deep Optics for Monocular Depth Estimation and 3D Object Detectioncited by 65
- 2019Deep Optics for Single-shot High-dynamic-range Imagingcited by 62
14 more
- 2017DiffuserCam: Lensless Single-exposure 3D Imagingcited by 51
- 2020Single-shot Hyperspectral-Depth Imaging with Learned Diffractive Opticscited by 39
- 2016Learning Sensor Multiplexing Design through Back-propagationcited by 28
- 2020FlatNet: Towards Photorealistic Scene Reconstruction from Lensless Measurementscited by 26
- 2018Learning Depth from Single Images with Deep Neural Network Embedding Focal Lengthcited by 25
- 2020Spectral DiffuserCam: lensless snapshot hyperspectral imaging with a spectral filter arraycited by 24
- 2020Polka Lines: Learning Structured Illumination and Reconstruction for Active Stereocited by 21
- 2021Universal and Flexible Optical Aberration Correction Using Deep-Prior Based Deconvolutioncited by 19
- 2019Data-Driven Design for Fourier Ptychographic Microscopycited by 18
- 2022On Maximum-a-Posteriori estimation with Plug & Play priors and stochastic gradient descentcited by 14
- 2018DeepToF: Off-the-Shelf Real-Time Correction of Multipath Interference in Time-of-Flight Imagingcited by 13
- 2017Convolutional neural networks that teach microscopes how to imagecited by 12
- 2021Mask-ToF: Learning Microlens Masks for Flying Pixel Correction in Time-of-Flight Imagingcited by 9
- 2022Unrolled Primal-Dual Networks for Lensless Camerascited by 8
Built on by
Citing papers per year: 2024: 4; 2025: 9.
13 papers.
Sort:
By area:
- 2024End-to-End Hybrid Refractive-Diffractive Lens Design with Differentiable Ray-Wave Modelcited by 11
- 2025UniCoRN: Latent Diffusion-based Unified Controllable Image Restoration Network across Multiple Degradationscited by 6
- 2025Imaging for All-Day Wearable Smart Glassescited by 6
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photographycited by 5
- 2025Enabling High-Quality In-the-Wild Imaging from Severely Aberrated Metalens Burstscited by 2
- 2024Aberration Correcting Vision Transformers for High-Fidelity Metalens Imagingcited by 1
- 2025Collaborative On-Sensor Array Camerascited by 1
- 2024Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matricescited by 0
- 2024Paleoinspired Vision: From Exploring Colour Vision Evolution to Inspiring Camera Designcited by 0
- 2025Physically Grounded Monocular Depth via Nanophotonic Wavefront Encodingcited by 0
- 2025Large-Area Fabrication-Aware Computational Diffractive Opticscited by 0
- 2025Machine-Learning-Assisted Photonic Device Development: A Multiscale Approach from Theory to Characterizationcited by 0
1 more
- 2025Diffusion Algorithm for Metalens Optical Aberration Correction16 Nov 2025
- 2025Enabling High-Quality In-the-Wild Imaging from Severely Aberrated Metalens Bursts11 Oct 2025
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photography28 Jun 2025
- 2025Machine-Learning-Assisted Photonic Device Development: A Multiscale Approach from Theory to Characterization24 Jun 2025
- 2025Collaborative On-Sensor Array Cameras4 Jun 2025
- 2025Large-Area Fabrication-Aware Computational Diffractive Optics28 May 2025
- 2025Imaging for All-Day Wearable Smart Glasses17 Apr 2025
- 2025UniCoRN: Latent Diffusion-based Unified Controllable Image Restoration Network across Multiple Degradations20 Mar 2025
- 2025Physically Grounded Monocular Depth via Nanophotonic Wavefront Encoding20 Mar 2025
- 2024Paleoinspired Vision: From Exploring Colour Vision Evolution to Inspiring Camera Design27 Dec 2024
- 2024Aberration Correcting Vision Transformers for High-Fidelity Metalens Imaging5 Dec 2024
- 2024Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matrices11 Jun 2024
- 2024End-to-End Hybrid Refractive-Diffractive Lens Design with Differentiable Ray-Wave Modelcited by 11
- 2025Imaging for All-Day Wearable Smart Glassescited by 6
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photographycited by 5
- 2025Enabling High-Quality In-the-Wild Imaging from Severely Aberrated Metalens Burstscited by 2
- 2024Aberration Correcting Vision Transformers for High-Fidelity Metalens Imagingcited by 1
- 2025Collaborative On-Sensor Array Camerascited by 1
- 2024Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matricescited by 0
- 2024Paleoinspired Vision: From Exploring Colour Vision Evolution to Inspiring Camera Designcited by 0
- 2025Physically Grounded Monocular Depth via Nanophotonic Wavefront Encodingcited by 0
- 2025Large-Area Fabrication-Aware Computational Diffractive Opticscited by 0
- 2025Machine-Learning-Assisted Photonic Device Development: A Multiscale Approach from Theory to Characterizationcited by 0
- 2025Enabling High-Quality In-the-Wild Imaging from Severely Aberrated Metalens Bursts11 Oct 2025
- 2025Degradation-Modeled Multipath Diffusion for Tunable Metalens Photography28 Jun 2025
- 2025Machine-Learning-Assisted Photonic Device Development: A Multiscale Approach from Theory to Characterization24 Jun 2025
- 2025Collaborative On-Sensor Array Cameras4 Jun 2025
- 2025Large-Area Fabrication-Aware Computational Diffractive Optics28 May 2025
- 2025Imaging for All-Day Wearable Smart Glasses17 Apr 2025
- 2025Physically Grounded Monocular Depth via Nanophotonic Wavefront Encoding20 Mar 2025
- 2024Paleoinspired Vision: From Exploring Colour Vision Evolution to Inspiring Camera Design27 Dec 2024
- 2024Aberration Correcting Vision Transformers for High-Fidelity Metalens Imaging5 Dec 2024
- 2024Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matrices11 Jun 2024
- 2024End-to-End Hybrid Refractive-Diffractive Lens Design with Differentiable Ray-Wave Model2 Jun 2024
Similar, not cited
Close in wording, no citation either way
- 2026MetaTele: Compact Refractive Metasurface Computational Telephoto Camera ↗
- 2024DifuzCam: Replacing Camera Lens with a Mask and a Diffusion Model
- 2025Inverse Design of Diffractive Metasurfaces Using Diffusion Models
- 2026VLM-Aware Meta-Optic Front-End Design for Frozen Vision-Language Models
- 2026A Comprehensive Review of Large Language Models for Nanophotonics: From Surrogate Modeling to Autonomous Design
- 2024Self-driving lab discovers principles for steering spontaneous emission
- 2025Model-free Optical Processors using In Situ Reinforcement Learning with Proximal Policy Optimization
- 2025Null-Space Diffusion Distillation Unlocks Speed, Fidelity and Realism in Lensless Imaging