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GP-net: Grasp Proposal for Mobile Manipulators

Authors: Konrad, Anna; McDonald, John; Villing, Rudi;

GP-net: Grasp Proposal for Mobile Manipulators

Abstract

This dataset includes all trained models and data to use and replicate our work for GP-net (under review for ICRA 2023). The pre-trained model for using GP-net on a PAL TIAGo mobile manipulator with a parallel jaw gripper is available in GP-net_model_pretrained.zip. It can be used with our gpnet-ros repository. If you want to use our dataset and train an alternative network architecture from scratch, use GP-net_training_data.zip. You can use it with the GP-net repository to train models. If you want to run simulation experiments with your trained model, download GP-net_simulation_data.zip for the URDFs of the test objects and pal gripper. If you want to generate a new dataset for an alternative gripper, you can use the gpnet-data repository, which is based on DexNet2.0. The docker image to run the code is available here under gpnet-data_docker_image.tar

{"references": ["A. Konrad, J. McDonald and R. Villing, \"GP-net: Grasp Proposal for Mobile Manipulators,\" under review."]}

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This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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