SPARC: Reliable Spatial Annotations from Robot Demonstrations at Scale
SPARC is a risk-aware framework that automatically labels robot demonstrations with structured spatial annotations and assigns a reliability score to each label. It moves beyond simple detection by using spatio-temporal structure and physical cues to generate this quality signal, reducing noisy labels. This results in high-quality training data that leads to superior embodied reasoning policies.