activity
20162023
most citedTransferring End-to-End Visuomotor Control from Simulation to Real World for a Multi-Stage Task

132 citations · 543 across the 32 of their papers we have counts for

collaborators

34 papers

cs.CV2023

Speed Co-Augmentation for Unsupervised Audio-Visual Pre-training

Jiangliu Wang, Jianbo Jiao, Yibing Song +5

This work aims to improve unsupervised audio-visual pre-training. Inspired by the efficacy of data augmentation in visual contrastive learning, we propose a novel speed co-augmenta…

cs.RO2023

Language-Conditioned Path Planning

Amber Xie, Youngwoon Lee, Pieter Abbeel +1

Contact is at the core of robotic manipulation. At times, it is desired (e.g. manipulation and grasping), and at times, it is harmful (e.g. when avoiding obstacles). However, tradi…

cs.LG2023★ 4 cited

Language Reward Modulation for Pretraining Reinforcement Learning

Ademi Adeniji, Amber Xie, Carmelo Sferrazza +3

Using learned reward functions (LRFs) as a means to solve sparse-reward reinforcement learning (RL) tasks has yielded some steady progress in task-complexity through the years. In…

cs.RO2023★ 6 cited

Multi-View Masked World Models for Visual Robotic Manipulation

Younggyo Seo, Junsu Kim, Stephen James +3

Visual robotic manipulation research and applications often use multiple cameras, or views, to better perceive the world. How else can we utilize the richness of multi-view data? I…

cs.RO2022★ 4 cited

StereoPose: Category-Level 6D Transparent Object Pose Estimation from Stereo Images via Back-View NOCS

Kai Chen, Stephen James, Congying Sui +3

Most existing methods for category-level pose estimation rely on object point clouds. However, when considering transparent objects, depth cameras are usually not able to capture m…

cs.LG2022

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

John So, Amber Xie, Sunggoo Jung +5

Autonomous driving is complex, requiring sophisticated 3D scene understanding, localization, mapping, and control. Rather than explicitly modelling and fusing each of these compone…