graph convolutional networks 2breast ultrasound 1classification 1graph homophily 1image encoders 1liver disease classification 1multi-site study 1self-supervised learning 1ultrasound imaging 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Learning from Complementary Ultrasound Representations for Liver Disease Classification
Sabahattin Mert Daloglu, Gokce Bekar, Ceren Coskun +5
The paper studies whether adding physics-guided and local phase ultrasound representations to conventional B-mode images improves classification of NASH versus NAFLD, using self-su…
eess.IV2026
Analyzing Image Encoder Choices and Graph Homophily in GCN Frameworks for Breast Ultrasound Classification
Sabahattin Mert Daloglu, Ceren Coskun, Harvey Castro +2
The paper evaluates how different image encoders, including CNNs and vision transformers, affect graph construction and classification performance in graph convolutional network mo…