ManiSkill
The state-of-the-art open-source platform to design, simulate, and train AI-based robots.
SAPIEN Manipulation Skill Framework (ManiSkill)
The ability for robots to adapt their object manipulation skills to various tasks, much like humans do, is essential for their effective operation in everyday environments. However, developing this capability is challenging due to the limited availability of robot manipulation data. Leveraging robot simulators is a prominent solution for scaling the data needed for training and testing. ManiSkill, built on the SAPIEN engine, is a state-of-the-art, open-source, GPU-accelerated robotics simulation platform. It supports the simulation of low-level physics, such as gravity and friction, as well as various sensors. It allows developers to design, simulate, test, and train AI-based robots in a realistic virtual environment. By utilizing efficient training methods, ManiSkill provides unparalleled speed, efficiency, and flexibility for training robots with both state and visual data, making it a powerful tool for advancing robotic capabilities.
