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Browsing School of Biomedical Engineering by Author "Saba, Luca"

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Attention-Based UNet Deep Learning Model for Plaque Segmentation in Carotid Ultrasound for Stroke Risk Stratification: An Artificial Intelligence Paradigm

Jain, Pankaj K.; Dubey, Abhishek; Saba, Luca; Khanna, Narender N.; Laird, John R.; Nicolaides, Andrew; Fouda, Mostafa M.; Suri, Jasjit S.; Sharma, Neeraj (MDPI, 2022-10)

Stroke and cardiovascular diseases (CVD) significantly affect the world population. The early detection of such events may prevent the burden of death and costly surgery. Conventional methods are neither automated nor ...
Ensemble Deep Learning Derived from Transfer Learning for Classification of COVID-19 Patients on Hybrid Deep-Learning-Based Lung Segmentation: A Data Augmentation and Balancing Framework

Dubey, Arun Kumar; Chabert, Gian Luca; Carriero, Alessandro; Pasche, Alessio; Danna, Pietro S. C.; Agarwal, Sushant; Mohanty, Lopamudra; Sharma, Neeraj; Yadav, Sarita; Jain, Achin; Kumar, Ashish; Kalra, Mannudeep K.; Sobel, David W.; Laird, John R.; Singh, Inder M.; Singh, Narpinder; Tsoulfas, George; Fouda, Mostafa M.; Alizad, Azra; Kitas, George D.; Khanna, Narendra N.; Viskovic, Klaudija; Kukuljan, Melita; Al-Maini, Mustafa; El-Baz, Ayman; Saba, Luca; Suri, Jasjit S.; ., Nillmani (Multidisciplinary Digital Publishing Institute (MDPI), 2023-06)

Background and motivation: Lung computed tomography (CT) techniques are high-resolution and are well adopted in the intensive care unit (ICU) for COVID-19 disease control classification. Most artificial intelligence (AI) ...
Four Types of Multiclass Frameworks for Pneumonia Classification and Its Validation in X-ray Scans Using Seven Types of Deep Learning Artificial Intelligence Models

Nillmani; Jain, Pankaj K.; Sharma, Neeraj; Kalra, Mannudeep K; Viskovic, Klaudija; Saba, Luca; Suri, Jasjit S. (MDPI, 2022-03)

Background and Motivation: The novel coronavirus causing COVID-19 is exceptionally contagious, highly mutative, decimating human health and life, as well as the global economy, by consistent evolution of new pernicious ...
Segmentation-Based Classification Deep Learning Model Embedded with Explainable AI for COVID-19 Detection in Chest X-ray Scans

Nillmani; Sharma, Neeraj; Saba, Luca; Khanna, Narendra N.; Kalra, Mannudeep K.; Fouda, Mostafa M.; Suri, Jasjit S. (MDPI, 2022-09)

Background and Motivation: COVID-19 has resulted in a massive loss of life during the last two years. The current imaging-based diagnostic methods for COVID-19 detection in multiclass pneumonia-type chest X-rays are not ...

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