Physics-informed linear regression is competitive with two Machine Learning methods in residential building MPC

no code implementations • 29 Oct 2021 • Felix Bünning, Benjamin Huber, Adrian Schalbetter, Ahmed Aboudonia, Mathias Hudoba de Badyn, Philipp Heer, Roy S. Smith, John Lygeros

However, we also see that the physics-informed ARMAX models have a lower computational burden, and a superior sample efficiency compared to the Machine Learning based models.

BIG-bench Machine Learning regression

CXR-Net: An Artificial Intelligence Pipeline for Quick Covid-19 Screening of Chest X-Rays

1 code implementation • 26 Feb 2021 • Haikal Abdulah, Benjamin Huber, Sinan Lal, Hassan Abdallah, Luigi L. Palese, Hamid Soltanian-Zadeh, Domenico L. Gatti

Module 1 was trained on a public dataset of 6395 CXRs with radiologist annotated lung contours to generate masks of the lungs that overlap the heart and large vasa.

Lung Segmentation in Chest X-rays with Res-CR-Net

no code implementations • 14 Nov 2020 • Haikal Abdulah, Benjamin Huber, Sinan Lal, Hassan Abdallah, Hamid Soltanian-Zadeh, Domenico L. Gatti

Deep Neural Networks (DNN) are widely used to carry out segmentation tasks in biomedical images.

Segmentation Semantic Segmentation