
This work proposes STRIQ, a registration-driven annotation-free ultrasound plane quality control framework with latent registration alignment and orthogonal knowledge subspaces.
STRIQ is a registration-driven annotation-free ultrasound plane quality control framework. It uses a latent registration aligner and orthogonal knowledge subspaces to improve correlation with clinical quality scoring.