Search Results for author: Zhengrong Xue

Found 9 papers, 3 papers with code

RiEMann: Near Real-Time SE(3)-Equivariant Robot Manipulation without Point Cloud Segmentation

no code implementations28 Mar 2024 Chongkai Gao, Zhengrong Xue, Shuying Deng, Tianhai Liang, Siqi Yang, Lin Shao, Huazhe Xu

RiEMann learns a manipulation task from scratch with 5 to 10 demonstrations, generalizes to unseen SE(3) transformations and instances of target objects, resists visual interference of distracting objects, and follows the near real-time pose change of the target object.

Imitation Learning Object +3

OTAS: Unsupervised Boundary Detection for Object-Centric Temporal Action Segmentation

1 code implementation12 Sep 2023 Yuerong Li, Zhengrong Xue, Huazhe Xu

In this paper, we explore the merits of local features by proposing the unsupervised framework of Object-centric Temporal Action Segmentation (OTAS).

Action Segmentation Boundary Detection +1

ArrayBot: Reinforcement Learning for Generalizable Distributed Manipulation through Touch

no code implementations29 Jun 2023 Zhengrong Xue, Han Zhang, Jingwen Cheng, Zhengmao He, Yuanchen Ju, Changyi Lin, Gu Zhang, Huazhe Xu

We present ArrayBot, a distributed manipulation system consisting of a $16 \times 16$ array of vertically sliding pillars integrated with tactile sensors, which can simultaneously support, perceive, and manipulate the tabletop objects.

reinforcement-learning Reinforcement Learning (RL)

Pre-Trained Image Encoder for Generalizable Visual Reinforcement Learning

no code implementations17 Dec 2022 Zhecheng Yuan, Zhengrong Xue, Bo Yuan, Xueqian Wang, Yi Wu, Yang Gao, Huazhe Xu

Hence, we propose Pre-trained Image Encoder for Generalizable visual reinforcement learning (PIE-G), a simple yet effective framework that can generalize to the unseen visual scenarios in a zero-shot manner.

reinforcement-learning Reinforcement Learning (RL)

USEEK: Unsupervised SE(3)-Equivariant 3D Keypoints for Generalizable Manipulation

no code implementations28 Sep 2022 Zhengrong Xue, Zhecheng Yuan, Jiashun Wang, Xueqian Wang, Yang Gao, Huazhe Xu

Can a robot manipulate intra-category unseen objects in arbitrary poses with the help of a mere demonstration of grasping pose on a single object instance?

Keypoint Detection Object

GlobalWalk: Learning Global-aware Node Embeddings via Biased Sampling

no code implementations22 Jan 2022 Zhengrong Xue, Ziao Guo, Yiwei Guo

Popular node embedding methods such as DeepWalk follow the paradigm of performing random walks on the graph, and then requiring each node to be proximate to those appearing along with it.

Skeleton Merger: an Unsupervised Aligned Keypoint Detector

1 code implementation CVPR 2021 Ruoxi Shi, Zhengrong Xue, Yang You, Cewu Lu

In this paper, we propose an unsupervised aligned keypoint detector, Skeleton Merger, which utilizes skeletons to reconstruct objects.

Object Tracking Retrieval

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