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Neural network methods for radiation detectors and imaging
Recent advances in image data proccesing through deep learning allow for new
optimization and performance-enhancement schemes for radiation detectors and imaging …
optimization and performance-enhancement schemes for radiation detectors and imaging …
Deep Learning Methods for Microstructural Image Analysis: The State-of-the-Art and Future Perspectives
Finding quantitative descriptors representing the microstructural features of a given material
is an ongoing research area in the paradigm of Materials-by-Design. Historically, the …
is an ongoing research area in the paradigm of Materials-by-Design. Historically, the …
Demonstration of an AI-driven workflow for autonomous high-resolution scanning microscopy
Modern scanning microscopes can image materials with up to sub-atomic spatial and sub-
picosecond time resolutions, but these capabilities come with large volumes of data, which …
picosecond time resolutions, but these capabilities come with large volumes of data, which …
Efficient distributed continual learning for steering experiments in real-time
Deep learning has emerged as a powerful method for extracting valuable information from
large volumes of data. However, when new training data arrives continuously (ie, is not fully …
large volumes of data. However, when new training data arrives continuously (ie, is not fully …
Streaming data from experimental facilities to supercomputers for real-time data processing
In this paper we demonstrate direct data streaming from instruments and detectors at a large-
scale experimental facility to a supercomputer for real-time data processing and feedback …
scale experimental facility to a supercomputer for real-time data processing and feedback …
[HTML][HTML] Coherent diffraction imaging of cells at advanced X-ray light sources
J Fan, J Zhang, Z Liu - TrAC Trends in Analytical Chemistry, 2024 - Elsevier
The complex cellular structures maintain the biological activities of cells. Revealing the
structure of cells at the nanoscale is of great significance for cell biology. Coherent X-ray …
structure of cells at the nanoscale is of great significance for cell biology. Coherent X-ray …
Homomorphic data compression for real time photon correlation analysis
The construction of highly coherent x-ray sources has enabled new research opportunities
across the scientific landscape. The maximum raw data rate per beamline now exceeds 40 …
across the scientific landscape. The maximum raw data rate per beamline now exceeds 40 …
Computational microscopy with coherent diffractive imaging and ptychography
J Miao - Nature, 2025 - nature.com
Microscopy and crystallography are two essential experimental methodologies for
advancing modern science. They complement one another, with microscopy typically relying …
advancing modern science. They complement one another, with microscopy typically relying …
Optical Fourier convolutional neural network with high efficiency in image classification
Compared to traditional neural networks, optical neural networks demonstrate significant
advantages in terms of information processing speed, energy efficiency, anti-interference …
advantages in terms of information processing speed, energy efficiency, anti-interference …
Fast X-ray ptychography: towards nanoscale imaging of large volume of brain
X-ray ptychography, a scanning coherent diffraction imaging technique, is one of the most
used techniques at synchrotron facilities for high resolution imaging, with applications …
used techniques at synchrotron facilities for high resolution imaging, with applications …