activity
20152024
most citedTowards Vision-Based Deep Reinforcement Learning for Robotic Motion Control

211 citations · 432 across the 31 of their papers we have counts for

collaborators

35 papers

cs.CV2024

OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding

Ming Hu, Peng Xia, Lin Wang +11

Surgical scene perception via videos is critical for advancing robotic surgery, telesurgery, and AI-assisted surgery, particularly in ophthalmology. However, the scarcity of divers…

cs.RO2023

ROSO: Improving Robotic Policy Inference via Synthetic Observations

Yusuke Miyashita, Dimitris Gahtidis, Colin La +2

In this paper, we propose the use of generative artificial intelligence (AI) to improve zero-shot performance of a pre-trained policy by altering observations during inference. Mod…

cs.RO2022

An Architecture for Reactive Mobile Manipulation On-The-Move

Ben Burgess-Limerick, Chris Lehnert, Jurgen Leitner +1

We present a generalised architecture for reactive mobile manipulation while a robot's base is in motion toward the next objective in a high-level task. By performing tasks on-the-…

cs.RO2022★ 7 cited

Deep Learning Approaches to Grasp Synthesis: A Review

Rhys Newbury, Morris Gu, Lachlan Chumbley +9

Grasping is the process of picking up an object by applying forces and torques at a set of contacts. Recent advances in deep-learning methods have allowed rapid progress in robotic…

cs.RO2022

Integrating High-Resolution Tactile Sensing into Grasp Stability Prediction

Lachlan Chumbley, Morris Gu, Rhys Newbury +2

We investigate how high-resolution tactile sensors can be utilized in combination with vision and depth sensing, to improve grasp stability prediction. Recent advances in simulatin…

cs.RO2022★ 1 cited

DGBench: An Open-Source, Reproducible Benchmark for Dynamic Grasping

Ben Burgess-Limerick, Chris Lehnert, Jurgen Leitner +1

This paper introduces DGBench, a fully reproducible open-source testing system to enable benchmarking of dynamic grasping in environments with unpredictable relative motion between…