HCA-Net: Hierarchical Context Attention Network for Intervertebral Disc Semantic Labeling

1 code implementation • 21 Nov 2023 • Afshin Bozorgpour, Bobby Azad, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof

In addition, we introduce a skeletal loss term to reinforce the model's geometric dependence on the spine.

Pose Estimation

Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision

1 code implementation • 28 Oct 2023 • Bobby Azad, Reza Azad, Sania Eskandari, Afshin Bozorgpour, Amirhossein Kazerouni, Islem Rekik, Dorit Merhof

Foundation models, large-scale, pre-trained deep-learning models adapted to a wide range of downstream tasks have gained significant interest lately in various deep-learning problems undergoing a paradigm shift with the rise of these models.

Implicit Neural Representation in Medical Imaging: A Comparative Survey

1 code implementation • 30 Jul 2023 • Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli, Amirhossein Kazerouni, Bobby Azad, Reza Azad, Dorit Merhof

Recognizing the potential of INRs beyond these domains, this survey aims to provide a comprehensive overview of INR models in the field of medical imaging.

Domain Adaptation Image Reconstruction +1