Spectral imaging with deep learning

L Huang, R Luo, X Liu, X Hao - Light: Science & Applications, 2022 - nature.com
The goal of spectral imaging is to capture the spectral signature of a target. Traditional
scanning method for spectral imaging suffers from large system volume and low image …

Review on panoramic imaging and its applications in scene understanding

S Gao, K Yang, H Shi, K Wang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
With the rapid development of high-speed communication and artificial intelligence
technologies, human perception of real-world scenes is no longer limited to the use of small …

Neural nano-optics for high-quality thin lens imaging

E Tseng, S Colburn, J Whitehead, L Huang… - Nature …, 2021 - nature.com
Nano-optic imagers that modulate light at sub-wavelength scales could enable new
applications in diverse domains ranging from robotics to medicine. Although metasurface …

[HTML][HTML] Hybrid optical-electronic convolutional neural networks with optimized diffractive optics for image classification

J Chang, V Sitzmann, X Dun, W Heidrich… - Scientific reports, 2018 - nature.com
Convolutional neural networks (CNNs) excel in a wide variety of computer vision
applications, but their high performance also comes at a high computational cost. Despite …

End-to-end optimization of optics and image processing for achromatic extended depth of field and super-resolution imaging

V Sitzmann, S Diamond, Y Peng, X Dun… - ACM Transactions on …, 2018 - dl.acm.org
In typical cameras the optical system is designed first; once it is fixed, the parameters in the
image processing algorithm are tuned to get good image reproduction. In contrast to this …

Large-scale achromatic flat lens by light frequency-domain coherence optimization

X Xiao, Y Zhao, X Ye, C Chen, X Lu, Y Rong… - Light: Science & …, 2022 - nature.com
Flat lenses, including metalens and diffractive lens, have attracted increasing attention due
to their ability to miniaturize the imaging devices. However, realizing a large scale …

Revolutionary meta-imaging: from superlens to metalens

T Li, C Chen, X Xiao, J Chen, S Hu, S Zhu - Photonics Insights, 2023 - spiedigitallibrary.org
The refractive-lens technique has been well developed over a long period of evolution,
offering powerful imaging functionalities, such as microscopes, telescopes, and …

Learned rotationally symmetric diffractive achromat for full-spectrum computational imaging

X Dun, H Ikoma, G Wetzstein, Z Wang, X Cheng… - Optica, 2020 - opg.optica.org
Diffractive achromats (DAs) promise ultra-thin and light-weight form factors for full-color
computational imaging systems. However, designing DAs with the optimal optical transfer …

Deep optics for single-shot high-dynamic-range imaging

CA Metzler, H Ikoma, Y Peng… - Proceedings of the …, 2020 - openaccess.thecvf.com
Abstract High-dynamic-range (HDR) imaging is crucial for many applications. Yet, acquiring
HDR images with a single shot remains a challenging problem. Whereas modern deep …

Phlatcam: Designed phase-mask based thin lensless camera

V Boominathan, JK Adams, JT Robinson… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
We demonstrate a versatile thin lensless camera with a designed phase-mask placed at sub-
2 mm from an imaging CMOS sensor. Using wave optics and phase retrieval methods, we …