Northwestern University

Parent Unit Name

AI in Multimedia – Image and Video Processing Lab (AIM-IVPL)) logo

AI for Physical and Mental Health

Automated Mental Health Assessment

Leandros Stefanopoulos, Shamal Lalvani, Aggelos K. Katsaggelos

Automatic Coronary Anatomy Segmentation and Stenosis Detection from X-ray Coronary Angiography

Hui Lin, Tom Liu, Adrienne Kline, Aggelos K. Katsaggelos

Building upon a deep learning approach to using wearable seismocardiography (SCG) for diagnosing aortic valve stenosis and predicting aortic hemodynamics obtained by 4D flow MRI

Charilaos Apostolidis, Aggelos K Katsaggelos

AI-based Severity Scoring of Lung Ultrasound

Jiaqi Guo, Aggelos K Katsaggelos

Stage Detection of Mild Cognitive Impairment: Region-dependent Graph Representation Learning on Brain Morphable Meshes

Jiaqi Guo, Emanuel A .Azcona, Santiago Lopez-Tapia, Aggelos K Katsaggelos

Usformer: A Light Neural Network for Left Atrium Segmentation of 3D LGE MRI Hui Lin, Santiago Lopez Tapia, Florian Schiffers, Yunan Wu, Huili Yang, Nikolay Iakovlev, Bradley D. Allen, Ryan Avery, Daniel C. Lee, Daniel Kim, Aggelos K. Katsaggelos

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DeepCOVID-XR: An Artificial Intelligence Algorithm to Detect COVID-19 on Chest Radiographs
Ramsey M. Wehbe, Jiayue Sheng, Shinjan Dutta, Siyuan Chai, Amil Dravid, Semih Barutcu, Yunan Wu, Donald R. Cantrell, Nicholas Xiao, Bradley D. Allen, Gregory A. MacNealy, Hatice Savas, Rishi Agrawal, Nishant Parekh, Aggelos K. Katsaggelos

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Interpretation of Brain Morphology in Association to Alzheimer’s Disease Dementia Classification Using Graph Convolution Networks on Triangulated Meshes
Emanuel A. Azcona, Pierre Besson, Yunan Wu, Arjun Punjabi, Adam Martersteck, Amil Dravid, Todd B. Parrish, S. Kathleen Bandt, Aggelos K. Katsaggelos

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Automatic Identification of Emergent Findings on Head CT Scans
Yunan Wu, Amit Sanjay Adate, Shamal Shashi Lalvani, Michael Iorga, Todd B Parrish, Aggelos K. Katsaggelos, Virginia Hill

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Geometric Deep Learning on Brain Morphology to Predict Fluid Cognition
Yunan Wu, Pierre Besson, Emanuel A. Azcona, S. Kathleen Bandt, Todd B Parrish, Hans C Breiter, Aggelos K. Katsaggelos

ValveNet: Mitral Regurgitation (MR) severity estimation with flow convergence (PISA) method
Jiayue (Rebecca) Sheng

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Neuroimaging Modality Fusion in Alzheimer’s Classification
Arjun Punjabi, Adam Martersteck, Yanran Wang, Todd B. Parrish, Aggelos K. Katsaggelos
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A Deep Symmetry ConvNet for Stroke Lesion Segmentation
Yanran Wang, Aggelos K. Katsaggelos, Xue Wang, Todd B. Parrish
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