Author

Rhea Adams

Case Western Reserve University

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Organism:human· 2 Assay:imaging· 2 Approach:deep learning· 1 Research Focus:dimensionality reduction· 1 Approach:simulation· 1

Frequent Co-Authors

Dan MaiD· 2 shared Walter ZhaoiD· 2 shared Anil Vasireddi· 1 shared Eunate Alzaga Goni· 1 shared Evan CalabreseiD· 1 shared Jessica Houk· 1 shared Kewei YaniD· 1 shared Khoi Minh HuynhiD· 1 shared

Activity by Year

2024-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 30 mutual co-author links

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2 shared papersBioinformatics

Dan MaORCID

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Author profile →

2 papers

Recent·Most cited

NeCS-Flow: Necrosis-Guided Contrast-Enhanced MRI Synthesis with Rectified-Flow Refinement

Eunate Alzaga Goni, Walter Zhao, Rhea Adams, Shahrzad Moinian, Yanfei Xiong, Tianhe Wu, Kewei Yan, Yekaterina Shpanskaya, Anil Vasireddi, Jessica Houk, Evan Calabrese, Dan Ma

NeCS-Flow synthesizes gadolinium-free post-contrast T1w brain MRI using necrotic scaling and PMRF refinement, achieving perceptual realism and diagnostic equivalence.

bioRxiv · Oct 26, 2026 · PreprintBioinformatics

UltimateSynth: MRI Physics for Pan-Contrast AI

Rhea Adams, Khoi Minh Huynh, Walter Zhao, Siyuan Hu, Wenjiao Lyu, Sahar Ahmad, Dan Ma, Pew‐Thian Yap

UltimateSynth synthesizes realistic MRI images across diverse contrasts to train AI models that generalize across scanner types, sequences, and age groups, achieving robust tissue segmentation with low variability.

bioRxiv · Dec 5, 2024 · PreprintBioinformatics