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09/05/2022
Supervised Contrastive Learning to Classify Paranasal Anomalies in the Maxillary Sinus
Using deep learning techniques, anomalies in the paranasal sinus system ...
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04/12/2022
Unsupervised Anomaly Detection in 3D Brain MRI using Deep Learning with impured training data
The detection of lesions in magnetic resonance imaging (MRI)-scans of hu...
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04/11/2022
Ultrasound Shear Wave Elasticity Imaging with Spatio-Temporal Deep Learning
Ultrasound shear wave elasticity imaging is a valuable tool for quantify...
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01/31/2022
Unsupervised Anomaly Detection in 3D Brain MRI using Deep Learning with Multi-Task Brain Age Prediction
Lesion detection in brain Magnetic Resonance Images (MRIs) remains a cha...
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09/14/2021
Multi-Scale Input Strategies for Medulloblastoma Tumor Classification using Deep Transfer Learning
Medulloblastoma (MB) is a primary central nervous system tumor and the m...
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09/14/2021
3-Dimensional Deep Learning with Spatial Erasing for Unsupervised Anomaly Segmentation in Brain MRI
Purpose. Brain Magnetic Resonance Images (MRIs) are essential for the di...
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09/10/2021
Medulloblastoma Tumor Classification using Deep Transfer Learning with Multi-Scale EfficientNets
Medulloblastoma (MB) is the most common malignant brain tumor in childho...
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07/02/2020
4D Spatio-Temporal Convolutional Networks for Object Position Estimation in OCT Volumes
Tracking and localizing objects is a central problem in computer-assiste...
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07/02/2020
Spectral-Spatial Recurrent-Convolutional Networks for In-Vivo Hyperspectral Tumor Type Classification
Early detection of cancerous tissue is crucial for long-term patient sur...
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05/20/2020
Deep learning with 4D spatio-temporal data representations for OCT-based force estimation
Estimating the forces acting between instruments and tissue is a challen...
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04/28/2020
Synthesizing Strategies for Needle Steering in Gelatin Phantoms
In medicine, needles are frequently used to deliver treatments to subsur...
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04/21/2020
4D Spatio-Temporal Deep Learning with 4D fMRI Data for Autism Spectrum Disorder Classification
Autism spectrum disorder (ASD) is associated with behavioral and communi...
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04/21/2020
Spatio-spectral deep learning methods for in-vivo hyperspectral laryngeal cancer detection
Early detection of head and neck tumors is crucial for patient survival....
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04/21/2020
A Deep Learning Approach for Motion Forecasting Using 4D OCT Data
Forecasting motion of a specific target object is a common problem for s...
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04/21/2020
Spatio-Temporal Deep Learning Methods for Motion Estimation Using 4D OCT Image Data
Purpose. Localizing structures and estimating the motion of a specific t...
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04/20/2020
4D Deep Learning for Multiple Sclerosis Lesion Activity Segmentation
Multiple sclerosis lesion activity segmentation is the task of detecting...
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11/06/2019
Melanoma detection with electrical impedance spectroscopy and dermoscopy using joint deep learning models
The initial assessment of skin lesions is typically based on dermoscopic...
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08/12/2019
Towards Deep Learning-Based EEG Electrode Detection Using Automatically Generated Labels
Electroencephalography (EEG) allows for source measurement of electrical...
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05/20/2019