Contrastive Learning

Decoupling MCI-specific signatures from shared neurobiological substrates of cognitive aging via deep learning featured image

Decoupling MCI-specific signatures from shared neurobiological substrates of cognitive aging via deep learning

The specific neuroanatomy of mild cognitive impairment (MCI) is obscured by its clinical heterogeneity and confounding effects from normative variation. This problem is compounded …

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Lin Du
An Efficient Contrastive Deep Learning Model for Identifying Schizophrenia-Specific Neuroanatomical Variations featured image

An Efficient Contrastive Deep Learning Model for Identifying Schizophrenia-Specific Neuroanatomical Variations

Background and Hypothesis: Schizophrenia (SZ) is a debilitating mental disorder characterized by heterogeneous clinical manifestations and widespread brain structural …

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Lin Du

Structural brain abnormalities in schizophrenia based on contrastive learning

The Organization for Human Brian Mapping, Brisbane, Australia, 2025

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Lin Du

Uni-BrainX: Unified brain imaging across sites by contrastive learning and transformer attention

Liulab, State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University

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Lin Du