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GeoFormer

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Machine Heart
Machine Heart
Oct 17, 2026 · Artificial Intelligence

EgoWild2Dex: Robots Master Complex Tasks from 538 Hours of 'Dirty' Human Egocentric Data

Hong Kong University's MMLab introduces EgoWild2Dex, a framework that trains robots on 538.9 hours of uncurated human egocentric video using GeoFormer for view alignment and progressive human-robot co-training, enabling complex bimanual tasks like package opening and drink making with under 1 hour of real robot data and 96.7% success rate.

EgoWild datasetEgoWild2DexGeoFormer
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EgoWild2Dex: Robots Master Complex Tasks from 538 Hours of 'Dirty' Human Egocentric Data