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A Modality-Missing Robust Representation Network for Multi-Sequence Brain MRI Using the Public IXI Dataset

2026-06-28

Abstract excerpt

<title>Abstract</title> <p>Multi‑sequence brain magnetic resonance imaging provides complementary anatomical and physiological information that is essential for robust brain characterization, yet clinical and research settings frequently encounter missing modalities due to acquisition constraints, patient motion, or study design variations. Existing deep learning models typically assume complete input modalities...

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Literature Corpus work
f3bd0158-9b57-5181-a681-baf55e6f611f
DOI
10.21203/rs.3.rs-9242631/v1
Open publication

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A Modality-Missing Robust Representation Network for Multi-Sequence Brain MRI Using the Public IXI DatasetDOI 10.21203/rs.3.rs-9242631/v1
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