A Generalizable Deep Learning System for Cardiac MRI

no code implementations • 1 Dec 2023 • Rohan Shad, Cyril Zakka, Dhamanpreet Kaur, Robyn Fong, Ross Warren Filice, John Mongan, Kimberly Kalianos, Nishith Khandwala, David Eng, Matthew Leipzig, Walter Witschey, Alejandro de Feria, Victor Ferrari, Euan Ashley, Michael A. Acker, Curtis Langlotz, William Hiesinger

Cardiac MRI allows for a comprehensive assessment of myocardial structure, function, and tissue characteristics.

Contrastive Learning

Advancing Direct Convolution using Convolution Slicing Optimization and ISA Extensions

no code implementations • 8 Mar 2023 • Victor Ferrari, Rafael Sousa, Marcio Pereira, João P. L. de Carvalho, José Nelson Amaral, José Moreira, Guido Araujo

The speed-up over an Im2Col + BLAS method based on current BLAS implementations for end-to-end machine-learning model inference is in the range of 9% - 25% for Intel x86 and 10% - 42% for IBM POWER10 architectures.

Blocking Code Generation