Unidirectional Imaging using Deep Learning-Designed Materials
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Abstract (arXiv)
A unidirectional imager would only permit image formation along one direction, from an input field-of-view (FOV) A to an output FOV B, and in the reverse path, the image formation would be blocked. Here, we report the first demonstration of unidirectional imagers, presenting polarization-insensitive and broadband unidirectional imaging based on successive diffractive layers that are linear and isotropic. These diffractive layers are optimized using deep learning and consist of hundreds of thousands of diffractive phase features, which collectively modulate the incoming fields and project an intensity image of the input onto an output FOV, while blocking the image formation in the reverse direction. After their deep learning-based training, the resulting diffractive layers are fabricated to form a unidirectional imager. As a reciprocal device, the diffractive unidirectional imager has asymmetric mode processing capabilities in the forward and backward directions, where the optical modes from B to A are selectively guided/scattered to miss the output FOV, whereas for the forward direction such modal losses are minimized, yielding an ideal imaging system between the input and output FOVs. Although trained using monochromatic illumination, the diffractive unidirectional imager maintains its functionality over a large spectral band and works under broadband illumination. We experimentally validated this unidirectional imager using terahertz radiation, very well matching our numerical results. Using the same deep learning-based design strategy, we also created a wavelength-selective unidirectional imager, where two unidirectional imaging operations, in reverse directions, are multiplexed through different illumination wavelengths. Diffractive unidirectional imaging using structured materials will have numerous applications in e.g., security, defense, telecommunications and privacy protection.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). Builds on 15 of its 57 references that are in the map. First posted on arXiv 5 Dec 2022.
Builds on
15 of 57 references.
References · 15
- 2014Adam: A Method for Stochastic Optimizationcited by 37,240
- 2018All-Optical Machine Learning Using Diffractive Deep Neural Networkscited by 177
- 2020Large-scale neuromorphic optoelectronic computing with a reconfigurable diffractive processing unitcited by 65
- 2019Deep Optics for Single-shot High-dynamic-range Imagingcited by 62
- 2020Misalignment Resilient Diffractive Optical Networkscited by 33
- 2018Analysis of Diffractive Optical Neural Networks and Their Integration with Electronic Neural Networkscited by 30
- 2019Design of Task-Specific Optical Systems Using Broadband Diffractive Neural Networkscited by 27
- 2021All-Optical Synthesis of an Arbitrary Linear Transformation Using Diffractive Surfacescited by 24
- 2022Diffractive all-optical computing for quantitative phase imagingcited by 22
- 2022To image, or not to image: Class-specific diffractive cameras with all-optical erasure of undesired objectscited by 21
- 2021Computational Imaging Without a Computer: Seeing Through Random Diffusers at the Speed of Lightcited by 19
- 2021Computer-free, all-optical reconstruction of holograms using diffractive networkscited by 12
3 more
- 2022Polarization Multiplexed Diffractive Computing: All-Optical Implementation of a Group of Linear Transformations Through a Polarization-Encoded Diffractive Networkcited by 10
- 2022Massively Parallel Universal Linear Transformations using a Wavelength-Multiplexed Diffractive Optical Networkcited by 9
- 2022Diffractive Interconnects: All-Optical Permutation Operation Using Diffractive Networkscited by 6
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Citing papers per year: 2023: 4; 2024: 6; 2025: 0; 2026: 3.
13 papers.
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- 2023Multispectral Quantitative Phase Imaging Using a Diffractive Optical Networkcited by 10
- 2023All-Optical Phase Conjugation Using Diffractive Wavefront Processingcited by 8
- 2023All-optical image denoising using a diffractive visual processorcited by 6
- 2023Pyramid diffractive optical networks for unidirectional image magnification and demagnificationcited by 3
- 2024All-optical complex field imaging using diffractive processorscited by 2
- 2024Multiplexed all-optical permutation operations using a reconfigurable diffractive optical networkcited by 2
- 2024Multiplane Quantitative Phase Imaging Using a Wavelength-Multiplexed Diffractive Optical Processorcited by 2
- 2024Integration of Programmable Diffraction with Digital Neural Networkscited by 1
- 2024Unidirectional imaging with partially coherent lightcited by 1
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry imagescited by 1
- 2026Illumination Angular Spectrum Encoding for Controlling the Functionality of Diffractive Networkscited by 0
- 2026Automated HER2 scoring with uncertainty quantification using lensfree holography and deep learningcited by 0
1 more
- 2026Wavelength-Multiplexed 2D Beam Steering via a Passive Diffractive Network15 Jun 2026
- 2026Automated HER2 scoring with uncertainty quantification using lensfree holography and deep learning26 Jan 2026
- 2026Illumination Angular Spectrum Encoding for Controlling the Functionality of Diffractive Networks8 Jan 2026
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry images23 Oct 2024
- 2024Unidirectional imaging with partially coherent light10 Aug 2024
- 2024Integration of Programmable Diffraction with Digital Neural Networks15 Jun 2024
- 2024Multiplane Quantitative Phase Imaging Using a Wavelength-Multiplexed Diffractive Optical Processor16 Mar 2024
- 2024Multiplexed all-optical permutation operations using a reconfigurable diffractive optical network4 Feb 2024
- 2024All-optical complex field imaging using diffractive processors30 Jan 2024
- 2023All-Optical Phase Conjugation Using Diffractive Wavefront Processing8 Nov 2023
- 2023All-optical image denoising using a diffractive visual processor17 Sep 2023
- 2023Pyramid diffractive optical networks for unidirectional image magnification and demagnification29 Aug 2023
1 more
- 2023Multispectral Quantitative Phase Imaging Using a Diffractive Optical Networkcited by 10
- 2023All-Optical Phase Conjugation Using Diffractive Wavefront Processingcited by 8
- 2023All-optical image denoising using a diffractive visual processorcited by 6
- 2023Pyramid diffractive optical networks for unidirectional image magnification and demagnificationcited by 3
- 2024All-optical complex field imaging using diffractive processorscited by 2
- 2024Multiplexed all-optical permutation operations using a reconfigurable diffractive optical networkcited by 2
- 2024Multiplane Quantitative Phase Imaging Using a Wavelength-Multiplexed Diffractive Optical Processorcited by 2
- 2024Integration of Programmable Diffraction with Digital Neural Networkscited by 1
- 2024Unidirectional imaging with partially coherent lightcited by 1
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry imagescited by 1
- 2026Illumination Angular Spectrum Encoding for Controlling the Functionality of Diffractive Networkscited by 0
- 2026Automated HER2 scoring with uncertainty quantification using lensfree holography and deep learningcited by 0
12 most cited of 13 All 13 (JSON)
- 2026Wavelength-Multiplexed 2D Beam Steering via a Passive Diffractive Network15 Jun 2026
- 2026Automated HER2 scoring with uncertainty quantification using lensfree holography and deep learning26 Jan 2026
- 2026Illumination Angular Spectrum Encoding for Controlling the Functionality of Diffractive Networks8 Jan 2026
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry images23 Oct 2024
- 2024Unidirectional imaging with partially coherent light10 Aug 2024
- 2024Integration of Programmable Diffraction with Digital Neural Networks15 Jun 2024
- 2024Multiplane Quantitative Phase Imaging Using a Wavelength-Multiplexed Diffractive Optical Processor16 Mar 2024
- 2024Multiplexed all-optical permutation operations using a reconfigurable diffractive optical network4 Feb 2024
- 2024All-optical complex field imaging using diffractive processors30 Jan 2024
- 2023All-Optical Phase Conjugation Using Diffractive Wavefront Processing8 Nov 2023
- 2023All-optical image denoising using a diffractive visual processor17 Sep 2023
- 2023Pyramid diffractive optical networks for unidirectional image magnification and demagnification29 Aug 2023
12 newest of 13 All 13 (JSON)