AIMC Topic: Image Processing, Computer-Assisted

Clear Filters Showing 1 to 10 of 9754 articles

Review of GPU-based Monte Carlo simulation platforms for transmission and emission tomography in medicine.

Physics in medicine and biology Aug 29, 2025
. Monte Carlo (MC) simulation remains the gold standard for modeling complex physical interactions in transmission and emission tomography, with graphic processing unit (GPU) parallel computing offering unmatched computational performance and enablin...
Humans Tomography Monte Carlo Method Medicine Image Processing, Computer-Assisted Computer Graphics
View on PubMed DOI

SamRobNODDI:-space sampling-augmented continuous representation learning for robust and generalized NODDI.

Physics in medicine and biology Aug 29, 2025
. Neurite orientation dispersion and density imaging (NODDI) microstructure estimation from diffusion magnetic resonance imaging (dMRI) is of great significance for the discovery and treatment of various neurological diseases. Current deep learning-b...
Humans Image Processing, Computer-Assisted Neurites Machine Learning Diffusion Magnetic Resonance Imaging
View on PubMed DOI

A simple and effective approach for body part recognition on CT scans based on projection estimation.

Scientific reports Aug 28, 2025
It is well known that machine learning models require a high amount of annotated data to obtain optimal performance. Labelling Computed Tomography (CT) data can be a particularly challenging task due to its volumetric nature and often missing and/or ...
Tomography, X-Ray Computed Imaging, Three-Dimensional Image Processing, Computer-Assisted Machine Learning Humans Algorithms
View on PubMed DOI

Deep learning-based automatic facial symmetry scoring in peripheral facial palsy.

Scientific reports Aug 27, 2025
Unilateral peripheral facial palsy (PFP) results in facial asymmetry and functional impairment, reducing quality of life. Accurate, objective assessment is vital for monitoring and rehabilitation. This study presents an automated method utilizes stan...
Facial Paralysis Young Adult Face Adult Facial Asymmetry Adolescent Middle Aged Image Processing, Computer-Assisted Deep Learning Male Retrospective Studies Humans Female Algorithms Aged
View on PubMed DOI

A comparative analysis of deep learning architectures for thyroid tissue classification with hyperspectral imaging.

Scientific reports Aug 26, 2025
Hyperspectral imaging has shown significant applicability in the medical field, particularly for its ability to represent spectral information that can differentiate specific biomolecular characteristics in tissue samples. However, the complexity of ...
Hyperspectral Imaging Goiter Deep Learning Thyroid Gland Image Processing, Computer-Assisted Spectroscopy, Fourier Transform Infrared Thyroid Neoplasms Humans Neural Networks, Computer
View on PubMed DOI

Optimized deep learning for brain tumor detection: a hybrid approach with attention mechanisms and clinical explainability.

Scientific reports Aug 26, 2025
Brain tumor classification (BTC) from Magnetic Resonance Imaging (MRI) is a critical diagnosis task, which is highly important for treatment planning. In this study, we propose a hybrid deep learning (DL) model that integrates VGG16, an attention mec...
Humans Brain Neoplasms Deep Learning Support Vector Machine Magnetic Resonance Imaging Image Interpretation, Computer-Assisted Image Processing, Computer-Assisted Glioma
View on PubMed DOI

Integrating snapshot ensemble learning into masked autoencoders for efficient self-supervised pretraining in medical imaging.

Scientific reports Aug 25, 2025
Self-supervised learning (SSL) has gained significant attention in medical imaging for its ability to leverage large amounts of unlabeled data for effective model pretraining. Among SSL methods, the masked autoencoder (MAE) has proven robust in learn...
Ensemble Learning Supervised Machine Learning Autoencoder Algorithms Cardiovascular Diseases Image Processing, Computer-Assisted Child Humans Diagnostic Imaging
View on PubMed DOI

The analysis of landscape design and plant selection under deep learning.

Scientific reports Aug 23, 2025
This paper explores the application of deep learning (DL) techniques in landscape design and plant selection, aiming to enhance design efficiency and quality through automated plant leaf image recognition (PLIR). A novel framework based on Convolutio...
Deep Learning Image Processing, Computer-Assisted Plants Plant Leaves Conservation of Natural Resources Neural Networks, Computer
View on PubMed DOI

A novel residual network based on multidimensional attention and pinwheel convolution for brain tumor classification.

Scientific reports Aug 23, 2025
Early and accurate brain tumor classification is vital for clinical diagnosis and treatment. Although Convolutional Neural Networks (CNNs) are widely used in medical image analysis, they often struggle to focus on critical information adequately and ...
Meningioma Glioma Magnetic Resonance Imaging Pituitary Neoplasms Brain Neoplasms Humans Image Processing, Computer-Assisted Neural Networks, Computer Algorithms
View on PubMed DOI

Multi-kernel inception-enhanced vision transformer for plant leaf disease recognition.

Scientific reports Aug 23, 2025
The timely and precise identification of diseases in plants is essential for efficient disease control and safeguarding of crops. Manual identification of diseases requires expert knowledge in the field, and finding people with domain knowledge is ch...
Neural Networks, Computer Algorithms Deep Learning Machine Learning Crops, Agricultural Plant Diseases Image Processing, Computer-Assisted Plant Leaves
View on PubMed DOI
Popular Topics
Recent Journals