Manifold learning for image-based breathing gating in ultrasound and MRI

► Automatic, image-based gating in ultrasound and MRI. ► Application of Laplacian eigenmaps for gating. ► Creation of 4D ultrasound data with wobbler transducer. ► Validation by comparison to alternative gating approaches.