Search Results for author: Hanem Ellethy

Found 3 papers, 0 papers with code

Machine Learning Applications in Traumatic Brain Injury: A Spotlight on Mild TBI

no code implementations8 Jan 2024 Hanem Ellethy, Shekhar S. Chandra, Viktor Vegh

As such, we review the state-of-the-art Machine Learning (ML) techniques applied to clinical information and CT scans in TBI, with a particular focus on mTBI.

Computed Tomography (CT)

Enhancing mTBI Diagnosis with Residual Triplet Convolutional Neural Network Using 3D CT

no code implementations23 Nov 2023 Hanem Ellethy, Shekhar S. Chandra, Viktor Vegh

To address these challenges, we propose a Residual Triplet Convolutional Neural Network (RTCNN) model to distinguish between mTBI cases and healthy ones by embedding 3D CT scans into a feature space.

Computed Tomography (CT) Decision Making +2

Interpretable 3D Multi-Modal Residual Convolutional Neural Network for Mild Traumatic Brain Injury Diagnosis

no code implementations22 Sep 2023 Hanem Ellethy, Viktor Vegh, Shekhar S. Chandra

Notably, in comparison to the CT-based Residual Convolutional Neural Network (RCNN) model, the MRCNN shows an improvement of 4. 4% in specificity and 9. 0% in accuracy.

Computed Tomography (CT) Specificity

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