AIMC Topic: Multimodal Imaging
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Manifold regularized multitask feature learning for multimodality disease classification.
Human brain mapping
Oct 3, 2014
Multimodality based methods have shown great advantages in classification of Alzheimer's disease (AD) and its prodromal stage, that is, mild cognitive impairment (MCI). Recently, multitask feature selection methods are typically used for joint select...
Detection of temporal lobe epilepsy using support vector machines in multi-parametric quantitative MR imaging.
Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
Jul 21, 2014
The detection of MRI abnormalities that can be associated to seizures in the study of temporal lobe epilepsy (TLE) is a challenging task. In many cases, patients with a record of epileptic activity do not present any discernible MRI findings. In this...
A data-driven approach to prostate cancer detection from dynamic contrast enhanced MRI.
Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
Jul 5, 2014
Magnetic resonance imaging (MRI), particularly dynamic contrast enhanced (DCE) imaging, has shown great potential in prostate cancer diagnosis and staging. In the current practice of DCE-MRI, diagnosis is based on quantitative parameters extracted fr...
Magnetic Resonance Imaging
Humans
Multimodal Imaging
Principal Component Analysis
Aged
Data Interpretation, Statistical
Sensitivity and Specificity
Pattern Recognition, Automated
Male
Image Enhancement
Middle Aged
Prostatic Neoplasms
Machine Learning
Image Interpretation, Computer-Assisted
Algorithms
Computer Simulation
Reproducibility of Results
Machine learning-based augmented reality for improved surgical scene understanding.
Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
Jun 19, 2014
In orthopedic and trauma surgery, AR technology can support surgeons in the challenging task of understanding the spatial relationships between the anatomy, the implants and their tools. In this context, we propose a novel augmented visualization of ...
Sensitivity and Specificity
User-Computer Interface
Imaging, Three-Dimensional
Multimodal Imaging
Equipment Design
Machine Learning
Algorithms
Tomography, X-Ray Computed
Reproducibility of Results
Image Enhancement
Equipment Failure Analysis
Surgery, Computer-Assisted
Video Recording
Image Interpretation, Computer-Assisted
Pattern Recognition, Automated
Humans
Multimodal medical information retrieval with unsupervised rank fusion.
Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
May 23, 2014
Modern medical information retrieval systems are paramount to manage the insurmountable quantities of clinical data. These systems empower health care experts in the diagnosis of patients and play an important role in the clinical decision process. H...
Medical Subject Headings
Artificial Intelligence
Pattern Recognition, Automated
Natural Language Processing
Vocabulary, Controlled
Algorithms
PubMed
Terminology as Topic
Subtraction Technique
User-Computer Interface
Documentation
Radiology Information Systems
Multimodal Imaging
Information Storage and Retrieval
Comparing fusion techniques for the ImageCLEF 2013 medical case retrieval task.
Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
Apr 24, 2014
Retrieval systems can supply similar cases with a proven diagnosis to a new example case under observation to help clinicians during their work. The ImageCLEFmed evaluation campaign proposes a framework where research groups can compare case-based re...
Evaluating performance of biomedical image retrieval systems--an overview of the medical image retrieval task at ImageCLEF 2004-2013.
Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
Mar 27, 2014
Medical image retrieval and classification have been extremely active research topics over the past 15 years. Within the ImageCLEF benchmark in medical image retrieval and classification, a standard test bed was created that allows researchers to com...
Artificial Intelligence-Driven Cancer Diagnostics: Enhancing Radiology and Pathology through Reproducibility, Explainability, and Multimodality.
Cancer research
Jul 2, 2025
The integration of artificial intelligence (AI) in cancer research has significantly advanced radiology, pathology, and multimodal approaches, offering unprecedented capabilities in image analysis, diagnosis, and treatment planning. AI techniques pro...
Differential dementia detection from multimodal brain images in a real-world dataset.
Alzheimer's & dementia : the journal of the Alzheimer's Association
Jul 1, 2025
INTRODUCTION: Artificial intelligence (AI) models have been applied to differential dementia detection tasks in brain images from curated, high-quality benchmark databases, but not real-world data in hospitals.
Open-source AI-assisted rapid 3D color multimodal image fusion and preoperative augmented reality planning of extracerebral tumors.
Neurosurgical focus
Jul 1, 2025
OBJECTIVE: This study aimed to develop an advanced method for preoperative planning and surgical guidance using open-source artificial intelligence (AI)-assisted rapid 3D color multimodal image fusion (MIF) and augmented reality (AR) in extracerebral...
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