AIMC Topic: Imaging, Three-Dimensional

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A deep learning model for early diagnosis of alzheimer's disease combined with 3D CNN and video Swin transformer.

Scientific reports Jul 2, 2025
Alzheimer's disease (AD) constitutes a neurodegenerative disorder predominantly observed in the geriatric population. If AD can be diagnosed early, both in terms of prevention and treatment, it is very beneficial to patients. Therefore, our team prop...
Early Diagnosis Imaging, Three-Dimensional Magnetic Resonance Imaging Alzheimer Disease Humans Neural Networks, Computer Female Aged Male Deep Learning
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Ensemble methods and partially-supervised learning for accurate and robust automatic murine organ segmentation.

Scientific reports Jul 2, 2025
Delineation of multiple organs in murine µCT images is crucial for preclinical studies but requires manual volumetric segmentation, a tedious and time-consuming process prone to inter-observer variability. Automatic deep learning-based segmentation c...
Reproducibility of Results Animals Mice Supervised Machine Learning X-Ray Microtomography Deep Learning Imaging, Three-Dimensional Image Processing, Computer-Assisted
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Deep learning-based sex estimation of 3D hyoid bone models in a Croatian population using adapted PointNet++ network.

Scientific reports Jul 2, 2025
This study investigates a deep learning approach for sex estimation using 3D hyoid bone models derived from computed tomography (CT) scans of a Croatian population. We analyzed 202 hyoid samples (101 male, 101 female), converting CT-derived meshes in...
Sex Determination by Skeleton Hyoid Bone Imaging, Three-Dimensional Croatia Sex Characteristics Male Middle Aged Deep Learning Humans Tomography, X-Ray Computed Female Adult
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Advanced machine learning applications in fibromyalgia to assess the relationship between 3D spinal alignment with clinical outcomes.

Scientific reports Jul 2, 2025
This study leveraged machine learning (ML) models to explore the relationship between three-dimensional (3D) spinal alignment parameters and clinical outcomes in patients suffering from fibromyalgia syndrome (FMS). A cohort of 303 FMS patients, diagn...
Machine Learning Female Adult Humans Imaging, Three-Dimensional Spine Fibromyalgia Male Middle Aged Surveys and Questionnaires
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Super-resolution of 3D medical images by generative adversarial networks with long and short-term memory and attention.

Scientific reports Jul 1, 2025
Since 3D medical imaging data is a string of sequential images, there is a strong correlation between consecutive images. Deep convolutional networks perform well in extracting spatial features, but are less capable for processing sequence data compa...
Attention Generative Adversarial Networks Imaging, Three-Dimensional Image Processing, Computer-Assisted Humans Memory, Short-Term Neural Networks, Computer Algorithms
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Automated classification of chondroid tumor using 3D U-Net and radiomics with deep features.

Scientific reports Jul 1, 2025
Classifying chondroid tumors is an essential step for effective treatment planning. Recently, with the advances in computer-aided diagnosis and the increasing availability of medical imaging data, automated tumor classification using deep learning sh...
Middle Aged Deep Learning Imaging, Three-Dimensional Adult Radiomics Male Bone Neoplasms Chondroma Humans Machine Learning Tomography, X-Ray Computed Female
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Accurate Tracking of Locomotory Kinematics in Mice Moving Freely in Three-Dimensional Environments.

eNeuro Jun 25, 2025
Marker-based motion capture (MBMC) is a powerful tool for precise, high-speed, three-dimensional tracking of animal movements, enabling detailed study of behaviors ranging from subtle limb trajectories to broad spatial exploration. Despite its proven...
Male Imaging, Three-Dimensional Mice Mice, Inbred C57BL Female Video Recording Biomechanical Phenomena Locomotion Animals
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CellSeg3D, Self-supervised 3D cell segmentation for fluorescence microscopy.

eLife Jun 24, 2025
Understanding the complex three-dimensional structure of cells is crucial across many disciplines in biology and especially in neuroscience. Here, we introduce a set of models including a 3D transformer (SwinUNetR) and a novel 3D self-supervised lear...
Software Animals Imaging, Three-Dimensional Mice Microscopy, Fluorescence Supervised Machine Learning Humans
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MVT-Net: A novel cervical tumour segmentation using multi-view feature transfer learning.

PloS one Jun 24, 2025
Cervical cancer is one of the most aggressive malignant tumours of the reproductive system, posing a significant global threat to women's health. Accurately segmenting cervical tumours in MR images remains a challenging task due to the complex charac...
Humans Female Image Processing, Computer-Assisted Machine Learning Magnetic Resonance Imaging Uterine Cervical Neoplasms Algorithms Imaging, Three-Dimensional
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High-definition motion-resolved MRI using 3D radial kooshball acquisition and deep learning spatial-temporal 4D reconstruction.

Physics in medicine and biology Jun 17, 2025
To develop motion-resolved volumetric MRI with 1.1 mm isotropic resolution and scan times <5 min using a combination of 3D radial kooshball acquisition and spatial-temporal deep learning 4D reconstruction for free-breathing high-definition (HD) lung ...
Time Factors Imaging, Three-Dimensional Lung Neoplasms Magnetic Resonance Imaging Male Humans Respiration Lung Female Movement Deep Learning Adult
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