most citedRethinking Functional Brain Connectome Analysis: Do Graph Deep Learning Models Help

7 citations

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2 papers

cs.NE2026★ 7 cited

Rethinking Functional Brain Connectome Analysis: Do Graph Deep Learning Models Help

Keqi Han, Yao Su, Lifang He +4

Graph deep learning models, a class of AI-driven approaches employing a message aggregation mechanism, have gained popularity for analyzing the functional brain connectome in neuro…

eess.IV2026

MindGrab for BrainChop: Fast and Accurate Skull Stripping for Command Line and Browser

Armina Fani, Mike Doan, Isabelle Le +4

Deployment complexity and specialized hardware requirements hinder the adoption of deep learning models in neuroimaging. We present MindGrab, a lightweight, fully convolutional mod…