1 code implementation • 31 Dec 2021 • Xinke Deng, Junyi Geng, Timothy Bretl, Yu Xiang, Dieter Fox
The auto-encoder can be used in a particle filter framework to estimate and track 6D poses of objects in a category.
no code implementations • 13 Nov 2019 • De-An Huang, Yu-Wei Chao, Chris Paxton, Xinke Deng, Li Fei-Fei, Juan Carlos Niebles, Animesh Garg, Dieter Fox
We further show that by using the automatically inferred goal from the video demonstration, our robot is able to reproduce the same task in a real kitchen environment.
3 code implementations • 23 Sep 2019 • Xinke Deng, Yu Xiang, Arsalan Mousavian, Clemens Eppner, Timothy Bretl, Dieter Fox
In this way, our system is able to continuously collect data and improve its pose estimation modules.
Robotics
1 code implementation • 22 May 2019 • Xinke Deng, Arsalan Mousavian, Yu Xiang, Fei Xia, Timothy Bretl, Dieter Fox
In this work, we formulate the 6D object pose tracking problem in the Rao-Blackwellized particle filtering framework, where the 3D rotation and the 3D translation of an object are decoupled.