DREAM

DREAM: Deep Robot-to-Camera Extrinsics for Articulated Manipulators (ICRA 2020)

Machine Learning Model TrainingML FrameworksOpen Source

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This is the official implementation of "Camera-to-robot pose estimation from a single image" (ICRA 2020). The DREAM system uses a robot-specific deep neural network to detect keypoints (typically joint locations) in the RGB image of a robot manipulator. Using these keypoint locations along with the robot forward kinematics, the camera pose with respect to the robot is estimated using a perspective-n-point (PnP) algorithm. For more details, please see our paper and video.

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Nvlabs

Publisher of Pacnet, MUNIT and OmniVinci

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