103 citations · 105 across the 12 of their papers we have counts for
4 papers · 1 filter
PRESTO: Fast Motion Planning Using Diffusion Models Based on Key-Configuration Environment Representation
Mingyo Seo, Yoonyoung Cho, Yoonchang Sung +3
We introduce a learning-guided motion planning framework that generates seed trajectories using a diffusion model for trajectory optimization. Given a workspace, our method approxi…
DEF-oriCORN: efficient 3D scene understanding for robust language-directed manipulation without demonstrations
Dongwon Son, Sanghyeon Son, Jaehyung Kim +1
We present DEF-oriCORN, a framework for language-directed manipulation tasks. By leveraging a novel object-based scene representation and diffusion-model-based state estimation alg…
An intuitive multi-frequency feature representation for SO(3)-equivariant networks
Dongwon Son, Jaehyung Kim, Sanghyeon Son +1
The usage of 3D vision algorithms, such as shape reconstruction, remains limited because they require inputs to be at a fixed canonical rotation. Recently, a simple equivariant net…
CORN: Contact-based Object Representation for Nonprehensile Manipulation of General Unseen Objects
Yoonyoung Cho, Junhyek Han, Yoontae Cho +1
Nonprehensile manipulation is essential for manipulating objects that are too thin, large, or otherwise ungraspable in the wild. To sidestep the difficulty of contact modeling in c…