Author

Xinyue Yu

University of WaterlooORCID 0009-0002-3241-8869Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:deep learning· 2 Assay:imaging· 2 Research Focus:cell type annotation· 1 Research Focus:differential expression· 1 Organism:human· 1 Approach:transformer / foundation model· 1

Frequent Co-Authors

Arash AramiiD· 2 shared Kaylena A. Ehgoetz MartensiD· 2 shared Helena M. CockxiD· 1 shared Richard J. A. Van WezeliD· 1 shared Ying WangiD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

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5 top collaborators · 10 mutual co-author links

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2 shared papersBioengineering

Arash AramiORCID

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2 papers

Recent·Most cited

BioengineeringIEEE Journal of Biomedical and Health InformaticsPeer-reviewedJan 1, 2026

Hierarchical Coarse-to-Fine cGAN for Subtype-Specific Freezing of Gait Signal Generation

Xinyue Yu, Helena M. Cockx, Ying Wang…·Arash Arami

This paper introduces a subtype-aware FOG augmentation technique using Hi-CF cGAN to improve FOG detection across subtypes, achieving higher detection rates for minor subtypes.

DOI 10.1109/jbhi.2026.3685961

humanimaging

𝕏 PostBluesky

BioengineeringbioRxivPreprintMay 26, 2025

Feature-Mask-Based Strategies for Subtype-Specific Freezing of Gait Detection using CNNs

Xinyue Yu, Kaylena A. Ehgoetz Martens, Arash Arami

This paper develops a feature-mask-based CNN to detect freezing of gait subtypes, finding that manifestation-specific models improve detection sensitivity and specificity compared to general models.

1 citation

imagingdeep learning

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