Foundation model for advancing healthcare: Challenges, opportunities, and future directions

Y He, F Huang, X Jiang, Y Nie, M Wang, J Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Foundation model, which is pre-trained on broad data and is able to adapt to a wide range
of tasks, is advancing healthcare. It promotes the development of healthcare artificial …

Current and future applications of light-sheet imaging for identifying molecular and developmental processes in autism spectrum disorders

A Soumier, G Lio, C Demily - Molecular Psychiatry, 2024 - nature.com
Autism spectrum disorder (ASD) is identified by a set of neurodevelopmental divergences
that typically affect the social communication domain. ASD is also characterized by …

OpenMEDLab: An open-source platform for multi-modality foundation models in medicine

X Wang, X Zhang, G Wang, J He, Z Li, W Zhu… - arXiv preprint arXiv …, 2024 - arxiv.org
The emerging trend of advancing generalist artificial intelligence, such as GPTv4 and
Gemini, has reshaped the landscape of research (academia and industry) in machine …

Neural Network Enables High Accuracy for Hepatitis B Surface Antigen Detection with a Plasmonic Platform

W Sun, J Nan, H Xu, L Wang, J Niu, J Zhang… - Nano Letters, 2024 - ACS Publications
The detection of hepatitis B surface antigen (HBsAg) is critical in diagnosing hepatitis B virus
(HBV) infection. However, existing clinical detection technologies inevitably cause certain …

[HTML][HTML] Connecto-informatics at the mesoscale: current advances in image processing and analysis for mapping the brain connectivity

YK Choi, L Feng, WK Jeong, J Kim - Brain Informatics, 2024 - Springer
Mapping neural connections within the brain has been a fundamental goal in neuroscience
to understand better its functions and changes that follow aging and diseases …

[HTML][HTML] An interactive image segmentation method for the anatomical structures of the main olfactory bulb with micro-level resolution

X Liu, A Li, Y Luo, S Bao, T Jiang, X Li… - Frontiers in …, 2023 - frontiersin.org
The main olfactory bulb is the key element of the olfactory pathway of rodents. To precisely
dissect the neural pathway in the main olfactory bulb (MOB), it is necessary to construct the …

[HTML][HTML] Fine-tuning TrailMap: The utility of transfer learning to improve the performance of deep learning in axon segmentation of light-sheet microscopy images

M Oostrom, MA Muniak, RM Eichler West, S Akers… - Plos one, 2024 - journals.plos.org
Light-sheet microscopy has made possible the 3D imaging of both fixed and live biological
tissue, with samples as large as the entire mouse brain. However, segmentation and …

Neighbouring-slice Guided Multi-View Framework for brain image segmentation

X Hu, Z Li, Y Wu, J Liu, X Luo, J Ren - Neurocomputing, 2024 - Elsevier
Automated segmentation of brain images is a critical task in neuroscience for brain
registration, atlas generation, etc. Deep learning techniques have been widely investigated …

[HTML][HTML] FPNC Net: A hydrogenation catalyst image recognition algorithm based on deep learning

S Hou, P Zhao, P Cui, H Xu, J Zhang, J Liu, M An, X Lin - Plos one, 2024 - journals.plos.org
The identification research of hydrogenation catalyst information has always been one of the
most important businesses in the chemical industry. In order to aid researchers in efficiently …

NIEND: neuronal image enhancement through noise disentanglement

ZH Zhao, L Liu, Y Liu - Bioinformatics, 2024 - academic.oup.com
Motivation The full automation of digital neuronal reconstruction from light microscopic
images has long been impeded by noisy neuronal images. Previous endeavors to improve …