Search Results for author: Jialei Huang

Found 4 papers, 2 papers with code

Generative 3D Part Assembly via Dynamic Graph Learning

3 code implementations NeurIPS 2020 Jialei Huang, Guanqi Zhan, Qingnan Fan, Kaichun Mo, Lin Shao, Baoquan Chen, Leonidas Guibas, Hao Dong

Analogous to buying an IKEA furniture, given a set of 3D parts that can assemble a single shape, an intelligent agent needs to perceive the 3D part geometry, reason to propose pose estimations for the input parts, and finally call robotic planning and control routines for actuation.

Graph Learning Pose Estimation +1

Disentangling Properties of Contrastive Methods

no code implementations29 Sep 2021 Jinkun Cao, Qing Yang, Jialei Huang, Yang Gao

In this paper, we explored the possibility of using contrastive methods to learn a disentangled representation, a discriminative approach that is drastically different from previous approaches.

Disentanglement Object Recognition

An Empirical Study on Disentanglement of Negative-free Contrastive Learning

1 code implementation9 Jun 2022 Jinkun Cao, Ruiqian Nai, Qing Yang, Jialei Huang, Yang Gao

In this paper, we examine negative-free contrastive learning methods to study the disentanglement property empirically.

Contrastive Learning Disentanglement

Policy Contrastive Imitation Learning

no code implementations6 Jul 2023 Jialei Huang, ZhaoHeng Yin, Yingdong Hu, Yang Gao

However, the performance of AIL is still unsatisfactory on the more challenging tasks.

Binary Classification Imitation Learning +1

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