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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Title
Autonomous Robotic Pruning in Orchards and Vineyards: a Review Alessandro Navone Mauro Martini Marcello Chiaberge 35 0 0 12 May 2025
Robot Motion Planning using One-Step Diffusion with Noise-Optimized Approximate Motions Tomoharu Aizu Takeru Oba Yuki Kondo Norimichi Ukita DiffM 75 0 0 28 Apr 2025
High-Performance Reinforcement Learning on Spot: Optimizing Simulation Parameters with Distributional Measures A. J Miller Fangzhou Yu Michael Brauckmann Farbod Farshidian OffRL BDL 23 0 0 24 Apr 2025
Generative Artificial Intelligence in Robotic Manipulation: A Survey Anton van den Hengel Peng Yun Jun Cen Junhao Cai DiDi Zhu ... Qifeng Chen Jia Pan Wei K. Zhang Bo Yang Hua Chen 59 1 0 05 Mar 2025
ObjectVLA: End-to-End Open-World Object Manipulation Without Demonstration Minjie Zhu Yichen Zhu Jinming Li Zhongyi Zhou Junjie Wen Xiaoyu Liu Chaomin Shen Yaxin Peng Feifei Feng LM&Ro 86 3 0 26 Feb 2025
A Simulation Pipeline to Facilitate Real-World Robotic Reinforcement Learning Applications Jefferson Silveira Joshua A. Marshall Sidney N. Givigi Jr 60 0 0 24 Feb 2025
A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards Shivansh Patel Xinchen Yin Wenlong Huang Shubham Garg H. Nayyeri Li Fei-Fei Svetlana Lazebnik Yongqian Li 92 0 0 12 Feb 2025
GenDOM: Generalizable One-shot Deformable Object Manipulation with Parameter-Aware Policy So Kuroki Jiaxian Guo T. Matsushima Takuya Okubo Masato Kobayashi Yuya Ikeda Ryosuke Takanami Paul D. Yoo Yutaka Matsuo Yusuke Iwasawa AI4CE 40 1 0 28 Jan 2025
GenORM: Generalizable One-shot Rope Manipulation with Parameter-Aware Policy So Kuroki Jiaxian Guo T. Matsushima Takuya Okubo Masato Kobayashi Yuya Ikeda Ryosuke Takanami Paul D. Yoo Yutaka Matsuo Yusuke Iwasawa 57 0 0 28 Jan 2025
Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent Lucía Güitta-López Jaime Boal Álvaro J. López-López 48 5 0 24 Jan 2025
Perception Stitching: Zero-Shot Perception Encoder Transfer for Visuomotor Robot Policies Pingcheng Jian Easop Lee Zachary I. Bell Michael M. Zavlanos Boyuan Chen 75 1 0 03 Jan 2025
Visual-Based Forklift Learning System Enabling Zero-Shot Sim2Real Without Real-World Data Koshi Oishi Teruki Kato Hiroya Makino Seigo Ito OffRL 102 0 0 16 Dec 2024
SERN: Simulation-Enhanced Realistic Navigation for Multi-Agent Robotic Systems in Contested Environments Jumman Hossain Emon Dey Snehalraj Chugh Masud Ahmed MS Anwar ... Adrienne Raglin Carl E. Busart T. Gregory Anuradha Ravi Nirmalya Roy 26 0 0 22 Oct 2024
LocoVR: Multiuser Indoor Locomotion Dataset in Virtual Reality Kojiro Takeyama Yimeng Liu Misha Sra 36 1 0 09 Oct 2024
Sim-To-Real Transfer for Visual Reinforcement Learning of Deformable Object Manipulation for Robot-Assisted Surgery Paul Maria Scheikl E. Tagliabue B. Gyenes M. Wagner Diego DallÁlba Paolo Fiorini Franziska Mathis-Ullrich MedIm 41 47 0 10 Jun 2024
Model-free reinforcement learning with noisy actions for automated experimental control in optics Lea Richtmann Viktoria-S. Schmiesing Dennis Wilken Jan Heine Aaron Tranter Avishek Anand Tobias J. Osborne M. Heurs 30 2 0 24 May 2024
Learning to Project for Cross-Task Knowledge Distillation Dylan Auty Roy Miles Benedikt Kolbeinsson K. Mikolajczyk 40 0 0 21 Mar 2024
What Makes Pre-Trained Visual Representations Successful for Robust Manipulation? Kaylee Burns Zach Witzel Jubayer Ibn Hamid Tianhe Yu Chelsea Finn Karol Hausman OOD SSL 29 22 0 03 Nov 2023
Robust Visual Sim-to-Real Transfer for Robotic Manipulation Ricardo Garcia Pinel Robin Strudel Shizhe Chen Etienne Arlaud Ivan Laptev Cordelia Schmid OffRL 28 4 0 28 Jul 2023
Uncertainty-aware Grounded Action Transformation towards Sim-to-Real Transfer for Traffic Signal Control Longchao Da Hao Mei Romir Sharma Hua Wei 33 2 0 23 Jul 2023
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Wenhao Ding Laixi Shi Yuejie Chi Ding Zhao OOD 27 18 0 15 Jul 2023
Decomposing the Generalization Gap in Imitation Learning for Visual Robotic Manipulation Annie Xie Lisa Lee Ted Xiao Chelsea Finn 23 54 0 07 Jul 2023
VIBR: Learning View-Invariant Value Functions for Robust Visual Control Tom Dupuis Jaonary Rabarisoa Q. C. Pham David Filliat 36 0 0 14 Jun 2023
A Simple Approach for General Task-Oriented Picking using Placing constraints Jen-Wei Wang Lingfeng Sun Xinghao Zhu Q. Qian M. Tomizuka 25 3 0 03 Apr 2023
Recent Advances of Deep Robotic Affordance Learning: A Reinforcement Learning Perspective Xintong Yang Ze Ji Jing Wu Yunyu Lai 33 12 0 09 Mar 2023
Hindsight States: Blending Sim and Real Task Elements for Efficient Reinforcement Learning Simon Guist Jan Schneider-Barnes Alexander Dittrich V. Berenz Bernhard Schölkopf Le Chen 21 3 0 03 Mar 2023
Domain Adaptation of Reinforcement Learning Agents based on Network Service Proximity Kaushik Dey S. K. Perepu P. Dasgupta Abir Das 27 1 0 02 Mar 2023
Sim-and-Real Reinforcement Learning for Manipulation: A Consensus-based Approach Wenxing Liu Hanlin Niu Wei Pan G. Herrmann J. Carrasco 30 7 0 26 Feb 2023
Mnemosyne: Learning to Train Transformers with Transformers Deepali Jain K. Choromanski Kumar Avinava Dubey Sumeet Singh Vikas Sindhwani Tingnan Zhang Jie Tan OffRL 36 9 0 02 Feb 2023
A Data-Efficient Visual-Audio Representation with Intuitive Fine-tuning for Voice-Controlled Robots Peixin Chang Shuijing Liu Tianchen Ji Neeloy Chakraborty Kaiwen Hong Katherine Driggs-Campbell 48 3 0 23 Jan 2023
CACTI: A Framework for Scalable Multi-Task Multi-Scene Visual Imitation Learning Zhao Mandi Homanga Bharadhwaj Vincent Moens Shuran Song Aravind Rajeswaran Vikash Kumar LM&Ro 28 68 0 12 Dec 2022
Tree Detection and Diameter Estimation Based on Deep Learning Vincent Grondin Jean-Michel Fortin F. Pomerleau Philippe Giguère 3DPC 35 29 0 31 Oct 2022
Learning on the Job: Self-Rewarding Offline-to-Online Finetuning for Industrial Insertion of Novel Connectors from Vision Ashvin Nair Brian Zhu Gokul Narayanan Eugen Solowjow Sergey Levine OffRL OnRL 28 14 0 27 Oct 2022
Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real Data John So Amber Xie Sunggoo Jung J. Edlund Rohan Thakker Ali Agha-mohammadi Pieter Abbeel Stephen James 26 9 0 25 Oct 2022
Robotic Table Wiping via Reinforcement Learning and Whole-body Trajectory Optimization T. Lew Sumeet Singh M. Prats Jeffrey Bingham Jonathan Weisz ... Fei Xia Peng-Tao Xu Tingnan Zhang Jie Tan Montserrat Gonzalez 29 15 0 19 Oct 2022
On the Power of Pre-training for Generalization in RL: Provable Benefits and Hardness Haotian Ye Xiaoyu Chen Liwei Wang S. Du OffRL 24 6 0 19 Oct 2022
PI-QT-Opt: Predictive Information Improves Multi-Task Robotic Reinforcement Learning at Scale Kuang-Huei Lee Ted Xiao A. Li Paul Wohlhart Ian S. Fischer Yao Lu 45 10 0 15 Oct 2022
A Real2Sim2Real Method for Robust Object Grasping with Neural Surface Reconstruction Luobin Wang Runlin Guo Q. Vuong Yuzhe Qin Hao Su Henrik I. Christensen 3DH 3DPC 23 17 0 06 Oct 2022
Generalization in Deep Reinforcement Learning for Robotic Navigation by Reward Shaping Victor R. F. Miranda A. A. Neto G. Freitas L. Mozelli 35 18 0 28 Sep 2022
Sim-to-Real Transfer of Robotic Assembly with Visual Inputs Using CycleGAN and Force Control C. Yuan Yunlei Shi Qian Feng Chunyang Chang Zhaopeng Chen Alois C. Knoll Jianwei Zhang 29 8 0 30 Aug 2022
Multimodal Generation of Novel Action Appearances for Synthetic-to-Real Recognition of Activities of Daily Living Zdravko Marinov David Schneider Alina Roitberg Rainer Stiefelhagen VGen 29 2 0 03 Aug 2022
Deep Learning Approaches to Grasp Synthesis: A Review Rhys Newbury Morris Gu Lachlan Chumbley Arsalan Mousavian Clemens Eppner ... A. Morales Tamim Asfour Danica Kragic D. Fox Akansel Cosgun 34 162 0 06 Jul 2022
Learning Switching Criteria for Sim2Real Transfer of Robotic Fabric Manipulation Policies Satvik Sharma Ellen R. Novoseller Vainavi Viswanath Zaynah Javed R. Parikh Ryan Hoque Ashwin Balakrishna Daniel S. Brown Ken Goldberg 21 8 0 02 Jul 2022
Analysis of Randomization Effects on Sim2Real Transfer in Reinforcement Learning for Robotic Manipulation Tasks Josip Josifovski M. Malmir Noah Klarmann B. L. Žagar Nicolás Navarro-Guerrero Alois C. Knoll 27 17 0 13 Jun 2022
Sim-to-Real 6D Object Pose Estimation via Iterative Self-training for Robotic Bin Picking Kai-xiang Chen Ruizhi Cao Stephen James Yichuan Li Yunhui Liu Pieter Abbeel Qi Dou 3DPC 32 26 0 14 Apr 2022
Coarse-to-Fine Q-attention with Learned Path Ranking Stephen James Pieter Abbeel 24 15 0 04 Apr 2022
Visuo-Haptic Object Perception for Robots: An Overview Nicolás Navarro-Guerrero Sibel Toprak Josip Josifovski L. Jamone 27 35 0 22 Mar 2022
Contrastive Learning for Cross-Domain Open World Recognition Francesco Cappio Borlino S. Bucci Tatiana Tommasi SSL 26 3 0 17 Mar 2022
Graph Neural Networks for Relational Inductive Bias in Vision-based Deep Reinforcement Learning of Robot Control Marco Oliva Soubarna Banik Josip Josifovski Alois C. Knoll 24 5 0 11 Mar 2022
$$\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