Toward Reliable Infant Pose Estimation: A Training-Dynamics Approach to Noisy Annotation Detection

Spontaneous movement analysis in preterm infants relies increasingly on markerless pose estimation (PE) to derive clinically relevant motion biomarkers directly from video recordings. Training accurate infant PE models requires large sets of manually annotated keypoints, and human annotation is inhe