Sim-to-Real via Sim-to-Sim: Data-efficient Robotic Grasping via Randomized-to-Canonical Adaptation Networks

18 December 2018

Konstantinos Bousmalis

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Papers citing "Sim-to-Real via Sim-to-Sim: Data-efficient Robotic Grasping via Randomized-to-Canonical Adaptation Networks"

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$$\mathrm{SO}(2)$-Equivariant Reinforcement Learning$ $\mathrm{SO}(2)$ -Equivariant Reinforcement Learning Dian Wang Robin G. Walters Robert W. Platt 30 78 0 08 Mar 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 45 250 0 07 Mar 2022
Cloud-Edge Training Architecture for Sim-to-Real Deep Reinforcement Learning Hongpeng Cao Mirco Theile Federico G. Wyrwal Marco Caccamo 35 6 0 04 Mar 2022
Optical flow-based branch segmentation for complex orchard environments A. You C. Grimm J. Davidson 23 9 0 26 Feb 2022
Reinforcement Learning in Practice: Opportunities and Challenges Yuxi Li OffRL 36 9 0 23 Feb 2022
BC-Z: Zero-Shot Task Generalization with Robotic Imitation Learning Eric Jang A. Irpan Mohi Khansari Daniel Kappler F. Ebert Corey Lynch Sergey Levine Chelsea Finn LM&Ro 72 518 0 04 Feb 2022
Practical Imitation Learning in the Real World via Task Consistency Loss Mohi Khansari Daniel Ho Yuqing Du Armando Fuentes Matthew Bennice Nicolas Sievers Sean Kirmani Yunfei Bai Eric Jang SSL 22 8 0 03 Feb 2022
Image-based Navigation in Real-World Environments via Multiple Mid-level Representations: Fusion Models, Benchmark and Efficient Evaluation Marco Rosano Antonino Furnari Luigi Gulino C. Santoro G. Farinella EgoV 44 5 0 02 Feb 2022
Mobile Robot Manipulation using Pure Object Detection Brent A. Griffin 39 7 0 28 Jan 2022
DemoGrasp: Few-Shot Learning for Robotic Grasping with Human Demonstration Pengyuan Wang Fabian Manhardt Luca Minciullo Lorenzo Garattoni Sven Meie Nassir Navab Benjamin Busam 31 34 0 06 Dec 2021
Validate on Sim, Detect on Real -- Model Selection for Domain Randomization Gal Leibovich Guy Jacob Shadi Endrawis Gal Novik Aviv Tamar 22 7 0 01 Nov 2021
Precision fruit tree pruning using a learned hybrid vision/interaction controller A. You Hannah Kolano N. Parayil C. Grimm J. Davidson 6 11 0 27 Sep 2021
SIM2REALVIZ: Visualizing the Sim2Real Gap in Robot Ego-Pose Estimation Theo Jaunet G. Bono Romain Vuillemot Christian Wolf 21 2 0 24 Sep 2021
Learning to Navigate Sidewalks in Outdoor Environments Maks Sorokin Jie Tan Karen Liu Sehoon Ha 26 41 0 12 Sep 2021
Semantic Tracklets: An Object-Centric Representation for Visual Multi-Agent Reinforcement Learning Iou-Jen Liu Zhongzheng Ren Raymond A. Yeh A. Schwing 27 15 0 06 Aug 2021
Generalization in Multimodal Language Learning from Simulation Aaron Eisermann Jae Hee Lee C. Weber S. Wermter 25 9 0 03 Aug 2021
DR2L: Surfacing Corner Cases to Robustify Autonomous Driving via Domain Randomization Reinforcement Learning Haoyi Niu Jianming Hu Zheyu Cui Yi Zhang 36 16 0 25 Jul 2021
A Channel Coding Benchmark for Meta-Learning Rui Li Ondrej Bohdal Rajesh K. Mishra Hyeji Kim Da Li Nicholas D. Lane Timothy M. Hospedales 28 9 0 15 Jul 2021
On the Challenges of Open World Recognitionunder Shifting Visual Domains Dario Fontanel Fabio Cermelli Massimiliano Mancini Barbara Caputo 27 1 0 09 Jul 2021
VAT-Mart: Learning Visual Action Trajectory Proposals for Manipulating 3D ARTiculated Objects Ruihai Wu Yan Zhao Kaichun Mo Zizheng Guo Yian Wang Tianhao Wu Qingnan Fan Xuelin Chen Leonidas J. Guibas Hao Dong 41 90 0 28 Jun 2021
Active Learning in Robotics: A Review of Control Principles Annalisa T. Taylor Thomas A. Berrueta Todd D. Murphey 27 70 0 25 Jun 2021
Tactile Sim-to-Real Policy Transfer via Real-to-Sim Image Translation Alex Church John Lloyd R. Hadsell Nathan Lepora 33 50 0 16 Jun 2021
InsertionNet -- A Scalable Solution for Insertion Oren Spector Dotan Di Castro 24 50 0 29 Apr 2021
Single-view robot pose and joint angle estimation via render & compare Yann Labbé Justin Carpentier Mathieu Aubry Josef Sivic 44 42 0 19 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 25 55 0 04 Apr 2021
Asymmetric self-play for automatic goal discovery in robotic manipulation OpenAI OpenAI Matthias Plappert Raul Sampedro Tao Xu Ilge Akkaya ... Hyeonwoo Noh Lilian Weng Qiming Yuan Casey Chu Wojciech Zaremba SSL 79 76 0 13 Jan 2021
Bi-directional Domain Adaptation for Sim2Real Transfer of Embodied Navigation Agents Joanne Truong Sonia Chernova Dhruv Batra 33 55 0 24 Nov 2020
RetinaGAN: An Object-aware Approach to Sim-to-Real Transfer Daniel Ho Kanishka Rao Zhuo Xu Eric Jang Mohi Khansari Yunfei Bai GAN LM&Ro 39 97 0 06 Nov 2020
On the Transfer of Disentangled Representations in Realistic Settings Andrea Dittadi Frederik Trauble Francesco Locatello M. Wuthrich Vaibhav Agrawal Ole Winther Stefan Bauer Bernhard Schölkopf OOD 33 80 0 27 Oct 2020
TriFinger: An Open-Source Robot for Learning Dexterity Manuel Wüthrich Felix Widmaier F. Grimminger J. Akpo S. Joshi ... Julian Viereck M. Naveau Ludovic Righetti Bernhard Schölkopf Stefan Bauer 27 72 0 08 Aug 2020
Self-Supervised Policy Adaptation during Deployment Nicklas Hansen Rishabh Jangir Yu Sun Guillem Alenyà Pieter Abbeel Alexei A. Efros Lerrel Pinto Xiaolong Wang 32 159 0 08 Jul 2020
LiDARsim: Realistic LiDAR Simulation by Leveraging the Real World S. Manivasagam Shenlong Wang K. Wong Wenyuan Zeng Mikita Sazanovich Shuhan Tan Binh Yang Wei-Chiu Ma R. Urtasun 3DPC 8 221 0 16 Jun 2020
Domain Adaptation with Morphologic Segmentation Jonathan Klein Soren Pirk D. L. Michels 13 0 0 16 Jun 2020
RL-CycleGAN: Reinforcement Learning Aware Simulation-To-Real Kanishka Rao Chris Harris A. Irpan Sergey Levine Julian Ibarz Mohi Khansari 32 182 0 16 Jun 2020
Action Image Representation: Learning Scalable Deep Grasping Policies with Zero Real World Data Mohi Khansari Daniel Kappler Jianlan Luo Jeff Bingham Mrinal Kalakrishnan 22 25 0 13 May 2020
Robotic Table Tennis with Model-Free Reinforcement Learning Wenbo Gao L. Graesser K. Choromanski Xingyou Song N. Lazić Pannag R. Sanketi Vikas Sindhwani Navdeep Jaitly 19 44 0 31 Mar 2020
PointNet++ Grasping: Learning An End-to-end Spatial Grasp Generation Algorithm from Sparse Point Clouds Peiyuan Ni Wenguang Zhang Xiaoxiao Zhu Q. Cao 3DPC 22 122 0 21 Mar 2020
Deep Differentiable Grasp Planner for High-DOF Grippers Min Liu Zherong Pan Kai Xu Kanishka Ganguly Tianyi Zhou 23 71 0 04 Feb 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 26 817 0 20 Jan 2020
DGCM-Net: Dense Geometrical Correspondence Matching Network for Incremental Experience-based Robotic Grasping T. Patten Kiru Park Markus Vincze 21 31 0 15 Jan 2020
EventGAN: Leveraging Large Scale Image Datasets for Event Cameras A. Z. Zhu ZiYun Wang Kaung Khant Kostas Daniilidis GAN 30 44 0 03 Dec 2019
Multi-Vehicle Mixed-Reality Reinforcement Learning for Autonomous Multi-Lane Driving Rupert Mitchell Jenny Fletcher Jacopo Panerati Amanda Prorok 24 17 0 26 Nov 2019
Attention-Privileged Reinforcement Learning Sasha Salter Dushyant Rao Markus Wulfmeier R. Hadsell Ingmar Posner 23 8 0 19 Nov 2019
Learning Fast Adaptation with Meta Strategy Optimization Wenhao Yu Jie Tan Yunfei Bai Erwin Coumans Sehoon Ha 28 92 0 28 Sep 2019
RLBench: The Robot Learning Benchmark & Learning Environment Stephen James Z. Ma David Rovick Arrojo Andrew J. Davison SSL VLM OffRL 30 525 0 26 Sep 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Beyond Top-Grasps Through Scene Completion Jens Lundell Francesco Verdoja Ville Kyrki 30 28 0 15 Sep 2019
TuneNet: One-Shot Residual Tuning for System Identification and Sim-to-Real Robot Task Transfer Adam Allevato Elaine Schaertl Short Mitch Pryor A. Thomaz 27 53 0 25 Jul 2019
PyRep: Bringing V-REP to Deep Robot Learning Stephen James M. Freese Andrew J. Davison 24 116 0 26 Jun 2019
Data-Efficient Learning for Sim-to-Real Robotic Grasping using Deep Point Cloud Prediction Networks Xinchen Yan Mohi Khansari Jasmine Hsu Yuanzheng Gong Yunfei Bai Soren Pirk Honglak Lee 3DPC 11 32 0 21 Jun 2019