[HTML][HTML] DeepGhost: real-time computational ghost imaging via deep learning
S Rizvi, J Cao, K Zhang, Q Hao - Scientific reports, 2020 - nature.com
The potential of random pattern based computational ghost imaging (CGI) for real-time
applications has been offset by its long image reconstruction time and inefficient …
applications has been offset by its long image reconstruction time and inefficient …
Single-pixel imaging based on deep learning
K Song, Y Bian, K Wu, H Liu, S Han, J Li, J Tian… - arXiv preprint arXiv …, 2023 - arxiv.org
Since the advent of single-pixel imaging and machine learning, both fields have flourished,
but followed parallel tracks. Until recently, machine learning, especially deep learning, has …
but followed parallel tracks. Until recently, machine learning, especially deep learning, has …
Adaptive Fourier single-pixel imaging based on directional energy continuity in high frequencies
J Yao, Z Jiang, X Lv, Q Peng, X Zhao, L Song - Optics and Lasers in …, 2023 - Elsevier
Fourier single-pixel imaging (FSI) technology has attracted wide attention for its high
imaging efficiency and broad applicability. However, the existing sampling methods cannot …
imaging efficiency and broad applicability. However, the existing sampling methods cannot …
[PDF][PDF] 基于深度学习算法的计算光学研究进展
王一同, 周宏强, 闫景逍, 合聪, 黄玲玲 - Chinese Journal of …, 2021 - researching.cn
摘要随着大数据时代的来临, 深度学习被广泛地应用于图像处理, 语音识别, 自动驾驶等领域.
作为一种数据驱动的算法, 深度学习应用于光学领域可以有效地提高计算效率和成像质量 …
作为一种数据驱动的算法, 深度学习应用于光学领域可以有效地提高计算效率和成像质量 …
High-efficiency terahertz single-pixel imaging based on a physics-enhanced network
As an alternative solution to the lack of cost-effective multipixel terahertz cameras, terahertz
single-pixel imaging that is free from pixel-by-pixel mechanical scanning has been attracting …
single-pixel imaging that is free from pixel-by-pixel mechanical scanning has been attracting …
Information security scheme using deep learning-assisted single-pixel imaging and orthogonal coding
X Wang, S Lin, J Xue, B Xu, J Chen - Optics Express, 2023 - opg.optica.org
Providing secure and efficient transmission for multiple optical images has been an
important issue in the field of information security. Here we present a hybrid image …
important issue in the field of information security. Here we present a hybrid image …
Fourier single pixel imaging reconstruction method based on the U-net and attention mechanism at a low sampling rate
P Jiang, J Liu, L Wu, L Xu, J Hu, J Zhang, Y Zhang… - Optics …, 2022 - opg.optica.org
There exists the contradiction between imaging efficiency and imaging quality for Fourier
single-pixel imaging (FSI). Although the deep learning approaches have solved this problem …
single-pixel imaging (FSI). Although the deep learning approaches have solved this problem …
Deep learning optimized terahertz single-pixel imaging
In this article, we demonstrate an efficient terahertz single-pixel imaging system
incorporating deep learning networks. Experimental results show that by combining a …
incorporating deep learning networks. Experimental results show that by combining a …
Deep learning-based image reconstruction for photonic integrated interferometric imaging
Photonic integrated interferometric imaging (PIII) is an emerging technique that uses far-field
spatial coherence measurements to extract intensity information from a source to form an …
spatial coherence measurements to extract intensity information from a source to form an …
Single-pixel image reconstruction from experimental data using neural networks
Single-pixel cameras that measure image coefficients have various promising applications,
in particular for hyper-spectral imaging. Here, we investigate deep neural networks that …
in particular for hyper-spectral imaging. Here, we investigate deep neural networks that …