Abstract: Trajectory planning with a learning-based approach has emerged as a crucial element in autonomous unmanned systems and has attracted substantial interest from both academia and industry.

Abstract: To plan and execute robotics tasks, 3D scene perception and understanding are critical for robots to interact with complex environments effectively. Traditional systems often rely on closed ...