9 citations · 22 across the 11 of their papers we have counts for
11 papers · 1 filter
Generalizable task representation learning from human demonstration videos: a geometric approach
Jun Jin, Martin Jagersand
We study the problem of generalizable task learning from human demonstration videos without extra training on the robot or pre-recorded robot motions. Given a set of human demonstr…
A Quantitative Analysis of Activities of Daily Living: Insights into Improving Functional Independence with Assistive Robotics
Laura Petrich, Jun Jin, Masood Dehghan +1
Human assistive robotics have the potential to help the elderly and individuals living with disabilities with their Activities of Daily Living (ADL). Robotics researchers focus on…
Learning robust driving policies without online exploration
Daniel Graves, Nhat M. Nguyen, Kimia Hassanzadeh +2
We propose a multi-time-scale predictive representation learning method to efficiently learn robust driving policies in an offline manner that generalize well to novel road geometr…
Assistive arm and hand manipulation: How does current research intersect with actual healthcare needs?
Laura Petrich, Jun Jin, Masood Dehghan +1
Human assistive robotics have the potential to help the elderly and individuals living with disabilities with their Activities of Daily Living (ADL). Robotics researchers present b…
A Geometric Perspective on Visual Imitation Learning
Jun Jin, Laura Petrich, Masood Dehghan +1
We consider the problem of visual imitation learning without human supervision (e.g. kinesthetic teaching or teleoperation), nor access to an interactive reinforcement learning (RL…
Visual Geometric Skill Inference by Watching Human Demonstration
Jun Jin, Laura Petrich, Zichen Zhang +2
We study the problem of learning manipulation skills from human demonstration video by inferring the association relationships between geometric features. Motivation for this work…