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Deep Learning Approaches to Grasp Synthesis: A Review


Jul 06, 2022
Rhys Newbury, Morris Gu, Lachlan Chumbley, Arsalan Mousavian, Clemens Eppner, Jürgen Leitner, Jeannette Bohg, Antonio Morales, Tamim Asfour, Danica Kragic, Dieter Fox, Akansel Cosgun

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* 21 pages. Submitted to T-RO 

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Follow the Gradient: Crossing the Reality Gap using Differentiable Physics (RealityGrad)


Sep 10, 2021
Jack Collins, Ross Brown, Jürgen Leitner, David Howard

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* 8 Pages 

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EGAD! an Evolved Grasping Analysis Dataset for diversity and reproducibility in robotic manipulation


Mar 03, 2020
Douglas Morrison, Peter Corke, Jürgen Leitner

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* Submitted to RA-L & IROS 2020. 8 pages. The dataset, code and videos can be found at https://dougsm.github.io/egad/ 

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Benchmarking Simulated Robotic Manipulation through a Real World Dataset


Nov 27, 2019
Jack Collins, Jessie McVicar, David Wedlock, Ross Brown, David Howard, Jürgen Leitner

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* Accepted to the IEEE Robotics and Automation Letters (RA-L) Special Issue: Benchmarking Protocols for Robotic Manipulation (2019) 

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Evaluating task-agnostic exploration for fixed-batch learning of arbitrary future tasks


Nov 20, 2019
Vibhavari Dasagi, Robert Lee, Jake Bruce, Jürgen Leitner

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A Perceived Environment Design using a Multi-Modal Variational Autoencoder for learning Active-Sensing


Nov 01, 2019
Timo Korthals, Malte Schilling, Jürgen Leitner

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* Extended Abstract for the IROS 2019 Workshop on Deep Probabilistic Generative Models for Cognitive Architecture in Robotics 

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Ctrl-Z: Recovering from Instability in Reinforcement Learning


Oct 09, 2019
Vibhavari Dasagi, Jake Bruce, Thierry Peynot, Jürgen Leitner

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* Submitted to ICRA2020, under review 

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Quantifying the Reality Gap in Robotic Manipulation Tasks


Nov 08, 2018
Jack Collins, David Howard, Jürgen Leitner

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* Submitted to ICRA 2019 (Under Review) 

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Multi-View Picking: Next-best-view Reaching for Improved Grasping in Clutter


Sep 23, 2018
Douglas Morrison, Peter Corke, Jürgen Leitner

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* Submitted to ICRA 2019 (Under Review) Video: https://youtu.be/Vn3vSPKlaEk 

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