STRIQ recasts annotation-free ultrasound plane QC as subspace-guided consistency measurement via a Latent Registration Aligner and Orthogonal Knowledge Subspace, reporting SOTA correlation with clinical scores on US4QA and CAMUS.
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Subspace-Guided Semantic and Topological Invariant Registration for Annotation-Free Ultrasound Plane Quality Control
STRIQ recasts annotation-free ultrasound plane QC as subspace-guided consistency measurement via a Latent Registration Aligner and Orthogonal Knowledge Subspace, reporting SOTA correlation with clinical scores on US4QA and CAMUS.