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John So

2 accepted papers

2024

SpawnNet: Learning Generalizable Visuomotor Skills from Pre-trained Network

ICRA 2024poster

The existing internet-scale image and video datasets cover a wide range of everyday objects and tasks, bringing the potential of learning policies that generalize in diverse scenarios. Prior works have explored visual pre-training with different self-supervised objectives. Still, the generalization…

Cited by 26SourcecodeScholar
2022

Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real Data

CoRL 2022poster

Autonomous driving is complex, requiring sophisticated 3D scene understanding, localization, mapping, and control. Rather than explicitly modelling and fusing each of these components, we instead consider an end-to-end approach via reinforcement learning (RL). However, collecting exploration driving…

Cited by 11SourcecodeScholar