GoniOwl, a lightweight convolutional neural network integrated into the EPICS control system, detects sample‐pin presence from beamline camera images with >99% accuracy and fail‐safe uncertainty handling, offering a transferable approach to vision‐based collision prevention on synchrotron beamlines.Preventing collisions during automated sample exchange
Christian M. Orr +2 more
wiley +1 more source
Lumina-4DGS: Illumination-Robust Four-Dimensional Gaussian Splatting for Dynamic Scene Reconstruction. [PDF]
Wang X, Wang Q, Sun Y, Liu S.
europepmc +1 more source
Towards routine accurate electron‐density studies of biological macromolecules
Here, we describe the determination of the highest resolution structure in the PDB at 0.43 Å resolution. Electron‐density maps reveal extensive deformation electron density that is completely accounted for by performing transferable aspherical atom refinements using the DiSCaMB library in BUSTER.We report here the structure of Pyrococcus abyssi ...
Elham Paknia +10 more
wiley +1 more source
A Large and Precise All-Sky Photometric Standard Star Dataset Across More Than 200 Passbands. [PDF]
Xiao K +14 more
europepmc +1 more source
Deep blueprint: A literature review and guide to automated image classification for ecologists
A practical, literature‐grounded review that gives ecologists a clear, modular workflow for deep learning image classification. With code, GUIs and a novel deep sea case study (automated deep sea biotope classification) it lowers technical barriers and provides a usable blueprint for accelerating, standardising, and scaling ecological image analysis ...
Chloe A. Game +2 more
wiley +1 more source
Latent Code Predictor for Accelerating Disparity Estimation in Stereo-Endoscopic Surface Reconstruction. [PDF]
Dang J, Yang B, Yao G, Liu C, Zheng W.
europepmc +1 more source
In this study, we examined whether realistic ozone concentrations can interfere with sexual communication in the insect pest Plutella xylostella, the diamondback moth. Ozone exposure caused a degradation of pheromone components, leading to significant changes in blend composition and component ratios.
Francesco Sorrentino +3 more
wiley +1 more source
A large-scale benchmark dataset for Urdu script optical character recognition with systematic augmentation. [PDF]
Yasir F, Kazmi M, Qazi SA.
europepmc +1 more source
Explainable deep learning self‐supervised vision transformer for fundus‐based myopia classification
Abstract Purpose To develop and validate a self‐supervised vision transformer (ViT) for automated three‐class classification of Normal, High Myopia (HM), and Pathologic Myopia (PM) from colour fundus photographs, with anatomically faithful interpretability. Methods A DINOv2 self‐supervised ViT was fine‐tuned using a two‐stage transfer‐learning protocol
Eirini Maliagkani +6 more
wiley +1 more source
Drug-induced plasma discolouration mimicking icterus risks inappropriate withholding of critical lactate. [PDF]
Kerr B +5 more
europepmc +1 more source

