EgoVerse: An Egocentric Human Dataset for Robot Learning from Around the World

TL;DR

EgoVerse introduces a large, standardized egocentric human dataset and platform to advance robot learning through diverse human demonstrations and collaborative research.

Contribution

The paper presents EgoVerse, a unified platform and dataset for human data-driven robot learning, enabling scalable, collaborative data collection and analysis.

Findings

Policy performance improves with more human data

Effective scaling depends on data-robot learning alignment

Large-scale human demonstrations facilitate transfer across labs and robots

Abstract

Robot learning increasingly depends on large and diverse data, yet robot data collection remains expensive and difficult to scale. Egocentric human data offer a promising alternative by capturing rich manipulation behavior across everyday environments. However, existing human datasets are often limited in scope, difficult to extend, and fragmented across institutions. We introduce EgoVerse, a collaborative platform for human data-driven robot learning that unifies data collection, processing, and access under a shared framework, enabling contributions from individual researchers, academic labs, and industry partners. The current release includes 1,362 hours (80k episodes) of human demonstrations spanning 1,965 tasks, 240 scenes, and 2,087 unique demonstrators, with standardized formats, manipulation-relevant annotations, and tooling for downstream learning. Beyond the dataset, we conduct a large-scale study of human-to-robot transfer with experiments replicated across multiple labs, tasks, and robot embodiments under shared protocols. We find that policy performance generally improves with increased human data, but that effective scaling depends on alignment between human data and robot learning objectives. Together, the dataset, platform, and study establish a foundation for reproducible progress in human data-driven robot learning. Videos and additional information can be found at https://egoverse.ai/