Deep learning in holography and coherent imaging - Nature
WEBSep 11, 2019 · Recent advances in deep learning have given rise to a new paradigm of holographic image reconstruction and phase recovery techniques with real-time performance.
Deep-Learning Computational Holography: A Review - Frontiers
WEBMar 27, 2022 · This review focuses on computational holography, including computer-generated holograms, holographic displays, and digital holography, using deep learning. We also discuss our personal views on the promise, limitations and future potential of deep learning in computational holography.
Deep learning-based incoherent holographic camera enabling
WEBJun 14, 2023 · To address the image degradation issue faced by existing incoherent holographic cameras, we propose a deep learning-based hologram filtering method as a postprocessing module of DeepIHC.
Towards real-time photorealistic 3D holography with deep neural ...
WEBMar 10, 2021 · Here we demonstrate a deep-learning-based CGH pipeline capable of synthesizing a photorealistic colour 3D hologram from a single RGB-depth image in real time.
Progress of the Computer-Generated Holography Based on Deep Learning …
WEBAug 26, 2022 · With the explosive developments of deep learning, learning–based computer–generated holography (CGH) has become an effective way to achieve real–time and high–quality holographic displays. Plentiful learning–based methods with various deep neural networks (DNNs) have been proposed.
Towards real-time photorealistic 3D holography with deep …
WEBHere we demonstrate a deep-learning-based CGH pipeline capable of synthesizing a photorealistic colour 3D hologram from a single RGB-depth image in real time.
Deep holography - light-am.com
WEBMar 30, 2022 · Research Summary. Deep holography: AI boots holography and vice versa. With the explosive growth of mathematical optimization and computing hardware, deep neural networks (DNN) have become tremendously powerful tools to solve many challenging problems in holography.
Tensor Holography
WEBHere, we demonstrate the first deep learning-based CGH pipeline capable of synthesizing a photorealistic color 3D hologram from a single RGB-Depth (RGB-D) image in real time.
Fringe Pattern Improvement and Super-Resolution Using Deep Learning …
WEBApr 29, 2019 · To overcome this constraint, in this paper we propose a deep learning-based method to super-resolve holograms and to improve the quality of low-resolution holograms by training a convolutional neural network with …
Deep learning in holography and coherent imaging - PubMed
WEBSep 11, 2019 · Recent advances in deep learning have given rise to a new paradigm of holographic image reconstruction and phase recovery techniques with real-time performance.