Diversity You Can Actually Measure: A Fast, Model-Free Diversity Metric for Robotics Datasets

Sreevardhan Sirigiri, Nathan Samuel de Lara, Christopher Agia +2

Robotics datasets for imitation learning typically consist of long-horizon trajectories of different lengths over states, actions, and high-dimensional observations (e.g., RGB vide…