AIMC Topic: Deep Learning

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A Survey of Few-Shot Learning for Biomedical Time Series.

IEEE reviews in biomedical engineering Jan 28, 2025
Advancements in wearable sensor technologies and the digitization of medical records have contributed to the unprecedented ubiquity of biomedical time series data. Data-driven models have tremendous potential to assist clinical diagnosis and improve ...
Humans Machine Learning Deep Learning
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Data- and Physics-Driven Deep Learning Based Reconstruction for Fast MRI: Fundamentals and Methodologies.

IEEE reviews in biomedical engineering Jan 28, 2025
Magnetic Resonance Imaging (MRI) is a pivotal clinical diagnostic tool, yet its extended scanning times often compromise patient comfort and image quality, especially in volumetric, temporal and quantitative scans. This review elucidates recent advan...
Algorithms Brain Deep Learning Humans Image Processing, Computer-Assisted Magnetic Resonance Imaging
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Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions.

IEEE reviews in biomedical engineering Jan 28, 2025
Breast cancer has reached the highest incidence rate worldwide among all malignancies since 2020. Breast imaging plays a significant role in early diagnosis and intervention to improve the outcome of breast cancer patients. In the past decade, deep l...
Magnetic Resonance Imaging Mammography Female Breast Image Interpretation, Computer-Assisted Breast Neoplasms Humans Deep Learning
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Identifying Primary Sites of Spinal Metastases: Expert-Derived Features vs. ResNet50 Model Using Nonenhanced MRI.

Journal of magnetic resonance imaging : JMRI Jan 27, 2025
BACKGROUND: The spinal column is a frequent site for metastases, affecting over 30% of solid tumor patients. Identifying the primary tumor is essential for guiding clinical decisions but often requires resource-intensive diagnostics.
Aged Adult Male Retrospective Studies Female Reproducibility of Results Humans Magnetic Resonance Imaging Artificial Intelligence Spine Image Interpretation, Computer-Assisted Middle Aged Spinal Neoplasms Deep Learning ROC Curve
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Identification of Gingival Inflammation Surface Image Features Using Intraoral Scanning and Deep Learning.

International dental journal Jan 27, 2025
INTRODUCTION AND AIM: The assessment of gingival inflammation surface features mainly depends on subjective judgment and lacks quantifiable and reproducible indicators. Therefore, it is a need to acquire objective identification information for accur...
Middle Aged Deep Learning Image Processing, Computer-Assisted Periodontitis Gingivitis Female Periodontal Index Humans Adult Male Algorithms
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Deep one-class probability learning for end-to-end image classification.

Neural networks : the official journal of the International Neural Network Society Jan 27, 2025
One-class learning has many application potentials in novelty, anomaly, and outlier detection systems. It aims to distinguish both positive and negative samples with a model trained via only positive samples or one-class annotated samples. With the d...
Probability Learning Deep Learning Humans Image Processing, Computer-Assisted Probability Neural Networks, Computer Algorithms
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Integration of MRI radiomics and clinical data for preoperative prediction of vascular invasion in breast cancer: A deep learning approach.

Magnetic resonance imaging Jan 27, 2025
BACKGROUND: Accurate preoperative prediction of vascular invasion in breast cancer is crucial for surgical planning and patient management. MRI radiomics has shown promise in enhancing diagnostic precision. This study aims to evaluate the effectivene...
Diffusion Magnetic Resonance Imaging Humans Retrospective Studies Female Breast Middle Aged Aged Image Interpretation, Computer-Assisted Sensitivity and Specificity Deep Learning Contrast Media Adult Preoperative Care Breast Neoplasms Image Processing, Computer-Assisted Magnetic Resonance Imaging Radiomics Neoplasm Invasiveness
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A novel clinical investigation using deep learning and human-in-the-loop approach in orbital volume measurement.

Journal of cranio-maxillo-facial surgery : official publication of the European Association for Cranio-Maxillo-Facial Surgery Jan 27, 2025
Orbital volume assessment is crucial for surgical planning. Traditional methods lack efficiency and accuracy. Recent studies explore AI-driven techniques, but research on their clinical effectiveness is limited. This study included 349 patients aged ...
Male Orbit Aged Imaging, Three-Dimensional Humans Middle Aged Young Adult Organ Size Deep Learning Tomography, X-Ray Computed Adult Female
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Dissecting the effectiveness of deep features as metric of perceptual image quality.

Neural networks : the official journal of the International Neural Network Society Jan 27, 2025
There is an open debate on the role of artificial networks to understand the visual brain. Internal representations of images in artificial networks develop human-like properties. In particular, evaluating distortions using differences between intern...
Neural Networks, Computer Deep Learning Visual Perception Humans
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PSMA PET/CT based multimodal deep learning model for accurate prediction of pelvic lymph-node metastases in prostate cancer patients identified as candidates for extended pelvic lymph node dissection by preoperative nomograms.

European journal of nuclear medicine and molecular imaging Jan 27, 2025
PURPOSE: To develop and validate a prostate-specific membrane antigen (PSMA) PET/CT based multimodal deep learning model for predicting pathological lymph node invasion (LNI) in prostate cancer (PCa) patients identified as candidates for extended pel...
Antigens, Surface Glutamate Carboxypeptidase II Prostatic Neoplasms Pelvis Preoperative Period Middle Aged Deep Learning Nomograms Humans Lymphatic Metastasis Aged Lymph Node Excision Male Positron Emission Tomography Computed Tomography
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