Manipllm: Embodied multimodal large language model for object-centric robotic manipulation

X Li, M Zhang, Y Geng, H Geng… - Proceedings of the …, 2024 - openaccess.thecvf.com
Robot manipulation relies on accurately predicting contact points and end-effector directions
to ensure successful operation. However learning-based robot manipulation trained on a …

Diffusion-edfs: Bi-equivariant denoising generative modeling on se (3) for visual robotic manipulation

H Ryu, J Kim, H An, J Chang, J Seo… - Proceedings of the …, 2024 - openaccess.thecvf.com
Diffusion generative modeling has become a promising approach for learning robotic
manipulation tasks from stochastic human demonstrations. In this paper we present …

Living Scenes: Multi-object Relocalization and Reconstruction in Changing 3D Environments

L Zhu, S Huang, K Schindler… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Research into dynamic 3D scene understanding has primarily focused on short-term change
tracking from dense observations while little attention has been paid to long-term changes …

Equivact: Sim (3)-equivariant visuomotor policies beyond rigid object manipulation

J Yang, C Deng, J Wu, R Antonova, L Guibas… - arXiv preprint arXiv …, 2023 - arxiv.org
If a robot masters folding a kitchen towel, we would also expect it to master folding a beach
towel. However, existing works for policy learning that rely on data set augmentations are …

Robotic manipulation learning with equivariant descriptor fields: Generative modeling, bi-equivariance, steerability, and locality

J Kim, H Ryu, J Choi, J Seo, NPS Prakash… - RSS 2023 Workshop …, 2023 - openreview.net
Conventional end-to-end visual robotic manipulation learning methods often face
challenges related to data inefficiency and limited generalizability. To mitigate these …

Approximately Piecewise E (3) Equivariant Point Networks

M Atzmon, J Huang, F Williams, O Litany - arXiv preprint arXiv:2402.08529, 2024 - arxiv.org
Integrating a notion of symmetry into point cloud neural networks is a provably effective way
to improve their generalization capability. Of particular interest are $ E (3) $ equivariant point …

Survey on Modeling of Articulated Objects

J Liu, M Savva, A Mahdavi-Amiri - arXiv preprint arXiv:2403.14937, 2024 - arxiv.org
3D modeling of articulated objects is a research problem within computer vision, graphics,
and robotics. Its objective is to understand the shape and motion of the articulated …

BiEquiFormer: Bi-Equivariant Representations for Global Point Cloud Registration

S Pertigkiozoglou, E Chatzipantazis… - arXiv preprint arXiv …, 2024 - arxiv.org
The goal of this paper is to address the problem of\textit {global} point cloud registration
(PCR) ie, finding the optimal alignment between point clouds irrespective of the initial poses …