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wenbowen123/iros20-6d-pose-tracking

A data-driven neural network system for 6D pose tracking of objects in robot manipulation scenarios.

421 stars Python Computer VisionDomain Apps
iros20-6d-pose-tracking
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The project implements se(3)-TrackNet, a neural network architecture for long-term 6D pose tracking that operates on RGB-D observations combined with synthetic image conditioning. It addresses domain shift between synthetic training data and real-world images through disentangled feature encoding and a Lie Algebra representation for 3D orientation. The system achieves real-time tracking at 90.9Hz for robotic manipulation tasks including model-based RL, AR/VR, and human-robot interaction.

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