activity
20212025
most citedSimNet: Enabling Robust Unknown Object Manipulation from Pure Synthetic Data via Stereo

14 citations · 28 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CV2025

GTR: Gaussian Splatting Tracking and Reconstruction of Unknown Objects Based on Appearance and Geometric Complexity

Takuya Ikeda, Sergey Zakharov, Muhammad Zubair Irshad +8

We present a novel method for 6-DoF object tracking and high-quality 3D reconstruction from monocular RGBD video. Existing methods, while achieving impressive results, often strugg…

cs.RO2025

Practical Insights on Grasp Strategies for Mobile Manipulation in the Wild

Isabella Huang, Richard Cheng, Sangwoon Kim +8

Mobile manipulation robots are continuously advancing, with their grasping capabilities rapidly progressing. However, there are still significant gaps preventing state-of-the-art m…

cs.RO2025★ 1 cited

A Direct Semi-Exhaustive Search Method for Robust, Partial-to-Full Point Cloud Registration

Richard Cheng, Chavdar Papozov, Dan Helmick +1

Point cloud registration refers to the problem of finding the rigid transformation that aligns two given point clouds, and is crucial for many applications in robotics and computer…

cs.RO2024★ 13 cited

Demonstrating Mobile Manipulation in the Wild: A Metrics-Driven Approach

Max Bajracharya, James Borders, Richard Cheng +11

We present our general-purpose mobile manipulation system consisting of a custom robot platform and key algorithms spanning perception and planning. To extensively test the system…

cs.RO2021

A Learned Stereo Depth System for Robotic Manipulation in Homes

Krishna Shankar, Mark Tjersland, Jeremy Ma +2

We present a passive stereo depth system that produces dense and accurate point clouds optimized for human environments, including dark, textureless, thin, reflective and specular…

cs.RO2021★ 14 cited

SimNet: Enabling Robust Unknown Object Manipulation from Pure Synthetic Data via Stereo

Thomas Kollar, Michael Laskey, Kevin Stone +2

Robot manipulation of unknown objects in unstructured environments is a challenging problem due to the variety of shapes, materials, arrangements and lighting conditions. Even with…