Shypd.aiThe largest open index of AI toolsPVN3D is an open-source research tool for 6DoF pose estimation, based on a deep point-wise 3D keypoints Hough voting network. It provides source code for implementing the PVN3D algorithm, facilitating advanced research in 3D object pose estimation.
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PVN3D is the official source code for "PVN3D: A Deep Point-wise 3D Keypoints Hough Voting Network for 6DoF Pose Estimation," a research paper presented at CVPR 2020. This open-source project enables researchers and developers to implement and experiment with advanced 6DoF pose estimation techniques using 3D keypoints. It supports training and evaluation on popular datasets like LineMOD and YCB-Video, and includes pre-trained models for various objects. The tool also offers guidance for adapting the framework to new datasets, making it a valuable resource for academic research and development in computer vision and robotics. It is built with Python and PyTorch, requiring specific CUDA and Python environment setups.
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