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cs.RO2024
Green Screen Augmentation Enables Scene Generalisation in Robotic Manipulation
Eugene Teoh, Sumit Patidar, Xiao Ma +1
Generalising vision-based manipulation policies to novel environments remains a challenging area with limited exploration. Current practices involve collecting data in one location…
cs.RO2024
BiGym: A Demo-Driven Mobile Bi-Manual Manipulation Benchmark
Nikita Chernyadev, Nicholas Backshall, Xiao Ma +3
We introduce BiGym, a new benchmark and learning environment for mobile bi-manual demo-driven robotic manipulation. BiGym features 40 diverse tasks set in home environments, rangin…
cs.RO2024
Redundancy-aware Action Spaces for Robot Learning
Pietro Mazzaglia, Nicholas Backshall, Xiao Ma +1
Joint space and task space control are the two dominant action modes for controlling robot arms within the robot learning literature. Actions in joint space provide precise control…