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Using Simulation and Domain Adaptation to Improve Efficiency of Deep
  Robotic Grasping

Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping

22 September 2017
Konstantinos Bousmalis
A. Irpan
Paul Wohlhart
Yunfei Bai
Matthew Kelcey
Mrinal Kalakrishnan
Laura Downs
Julian Ibarz
P. Pastor
K. Konolige
Sergey Levine
Vincent Vanhoucke
    OOD
ArXivPDFHTML

Papers citing "Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping"

50 / 139 papers shown
Title
Sim-and-Real Co-Training: A Simple Recipe for Vision-Based Robotic Manipulation
Sim-and-Real Co-Training: A Simple Recipe for Vision-Based Robotic Manipulation
Abhiram Maddukuri
Z. L. Jiang
L. Chen
Soroush Nasiriany
Yuqi Xie
...
Scott Reed
Ken Goldberg
Ajay Mandlekar
Linxi Fan
Yuke Zhu
59
6
0
31 Mar 2025
An Real-Sim-Real (RSR) Loop Framework for Generalizable Robotic Policy Transfer with Differentiable Simulation
An Real-Sim-Real (RSR) Loop Framework for Generalizable Robotic Policy Transfer with Differentiable Simulation
Lu Shi
Zifei Shan
Shiyu Wang
Jinhao Huang
Wenhao Zhao
Yufei Jia
Zike Yan
Weibin Gu
Guyue Zhou
65
0
0
13 Mar 2025
A Simulation Pipeline to Facilitate Real-World Robotic Reinforcement Learning Applications
A Simulation Pipeline to Facilitate Real-World Robotic Reinforcement Learning Applications
Jefferson Silveira
Joshua A. Marshall
Sidney N. Givigi Jr
64
0
0
24 Feb 2025
A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards
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
Yong Li
95
0
0
12 Feb 2025
Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent
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
54
5
0
24 Jan 2025
Robust Contact-rich Manipulation through Implicit Motor Adaptation
Robust Contact-rich Manipulation through Implicit Motor Adaptation
Teng Xue
Amirreza Razmjoo
Suhan Shetty
Sylvain Calinon
107
1
0
16 Dec 2024
ReALFRED: An Embodied Instruction Following Benchmark in Photo-Realistic
  Environments
ReALFRED: An Embodied Instruction Following Benchmark in Photo-Realistic Environments
Taewoong Kim
Cheolhong Min
Byeonghwi Kim
Jinyeon Kim
Wonje Jeung
Jonghyun Choi
LM&Ro
44
4
0
26 Jul 2024
Sim-To-Real Transfer for Visual Reinforcement Learning of Deformable
  Object Manipulation for Robot-Assisted Surgery
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
43
47
0
10 Jun 2024
Cross-Domain Policy Adaptation by Capturing Representation Mismatch
Cross-Domain Policy Adaptation by Capturing Representation Mismatch
Jiafei Lyu
Chenjia Bai
Jingwen Yang
Zongqing Lu
Xiu Li
35
9
0
24 May 2024
Jacquard V2: Refining Datasets using the Human In the Loop Data
  Correction Method
Jacquard V2: Refining Datasets using the Human In the Loop Data Correction Method
Qiuhao Li
Shenghai Yuan
40
5
0
08 Feb 2024
QUAR-VLA: Vision-Language-Action Model for Quadruped Robots
QUAR-VLA: Vision-Language-Action Model for Quadruped Robots
Pengxiang Ding
Han Zhao
Wenxuan Song
Zhitao Wang
Zhenyu Wei
Shangke Lyu
Ningxi Yang
Donglin Wang
34
19
0
22 Dec 2023
On Bringing Robots Home
On Bringing Robots Home
Nur Muhammad (Mahi) Shafiullah
Anant Rai
Haritheja Etukuru
Yiqian Liu
Ishan Misra
Soumith Chintala
Lerrel Pinto
43
77
0
27 Nov 2023
Robust Visual Sim-to-Real Transfer for Robotic Manipulation
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
Uncertainty-aware Grounded Action Transformation towards Sim-to-Real Transfer for Traffic Signal Control
Longchao Da
Hao Mei
Romir Sharma
Hua Wei
39
2
0
23 Jul 2023
DiAReL: Reinforcement Learning with Disturbance Awareness for Robust
  Sim2Real Policy Transfer in Robot Control
DiAReL: Reinforcement Learning with Disturbance Awareness for Robust Sim2Real Policy Transfer in Robot Control
M. Malmir
Josip Josifovski
Noah Klarmann
Alois C. Knoll
42
2
0
15 Jun 2023
Human Choice Prediction in Language-based Persuasion Games: Simulation-based Off-Policy Evaluation
Human Choice Prediction in Language-based Persuasion Games: Simulation-based Off-Policy Evaluation
Eilam Shapira
Reut Apel
Moshe Tennenholtz
Roi Reichart
Roi Reichart
37
1
0
17 May 2023
Get Back Here: Robust Imitation by Return-to-Distribution Planning
Get Back Here: Robust Imitation by Return-to-Distribution Planning
Geoffrey Cideron
B. Tabanpour
Sebastian Curi
Sertan Girgin
Léonard Hussenot
Gabriel Dulac-Arnold
M. Geist
Olivier Pietquin
Robert Dadashi
OOD
84
2
0
02 May 2023
Facilitating Sim-to-real by Intrinsic Stochasticity of Real-Time
  Simulation in Reinforcement Learning for Robot Manipulation
Facilitating Sim-to-real by Intrinsic Stochasticity of Real-Time Simulation in Reinforcement Learning for Robot Manipulation
Ram Dershan
Amir M. Soufi Enayati
Zengjie Zhang
D. Richert
Homayoun Najjaran
35
3
0
12 Apr 2023
Towards Precise Model-free Robotic Grasping with Sim-to-Real Transfer
  Learning
Towards Precise Model-free Robotic Grasping with Sim-to-Real Transfer Learning
Lei Zhang
Kaixin Bai
Zhaopeng Chen
Yunlei Shi
Jianwei Zhang
15
4
0
28 Jan 2023
AnyGrasp: Robust and Efficient Grasp Perception in Spatial and Temporal
  Domains
AnyGrasp: Robust and Efficient Grasp Perception in Spatial and Temporal Domains
Haoshu Fang
Chenxi Wang
Hongjie Fang
Minghao Gou
Jirong Liu
Hengxu Yan
Wenhai Liu
Yichen Xie
Cewu Lu
36
193
0
16 Dec 2022
One-Shot Domain Adaptive and Generalizable Semantic Segmentation with
  Class-Aware Cross-Domain Transformers
One-Shot Domain Adaptive and Generalizable Semantic Segmentation with Class-Aware Cross-Domain Transformers
R. Gong
Qin Wang
Dengxin Dai
Luc Van Gool
ViT
32
4
0
14 Dec 2022
Knowledge-augmented Deep Learning and Its Applications: A Survey
Knowledge-augmented Deep Learning and Its Applications: A Survey
Zijun Cui
Tian Gao
Kartik Talamadupula
Qiang Ji
46
18
0
30 Nov 2022
Causal Counterfactuals for Improving the Robustness of Reinforcement
  Learning
Causal Counterfactuals for Improving the Robustness of Reinforcement Learning
Tom He
Jasmina Gajcin
Ivana Dusparic
CML
13
5
0
02 Nov 2022
Learning on the Job: Self-Rewarding Offline-to-Online Finetuning for
  Industrial Insertion of Novel Connectors from Vision
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
15
0
27 Oct 2022
Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving
  Without Real Data
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
31
9
0
25 Oct 2022
Learning Skills from Demonstrations: A Trend from Motion Primitives to
  Experience Abstraction
Learning Skills from Demonstrations: A Trend from Motion Primitives to Experience Abstraction
Mehrdad Tavassoli
S. Katyara
Maria Pozzi
Nikhil Deshpande
D. Caldwell
D. Prattichizzo
33
11
0
14 Oct 2022
Learning Real-world Autonomous Navigation by Self-Supervised Environment
  Synthesis
Learning Real-world Autonomous Navigation by Self-Supervised Environment Synthesis
Zifan Xu
Anirudh Nair
Xuesu Xiao
Peter Stone
38
6
0
10 Oct 2022
Real-Time Reinforcement Learning for Vision-Based Robotics Utilizing
  Local and Remote Computers
Real-Time Reinforcement Learning for Vision-Based Robotics Utilizing Local and Remote Computers
Yan Wang
Gautham Vasan
A. R. Mahmood
51
15
0
05 Oct 2022
Masked Imitation Learning: Discovering Environment-Invariant Modalities
  in Multimodal Demonstrations
Masked Imitation Learning: Discovering Environment-Invariant Modalities in Multimodal Demonstrations
Yilun Hao
Ruinan Wang
Zhangjie Cao
Zihan Wang
Yuchen Cui
Dorsa Sadigh
36
2
0
16 Sep 2022
Towards self-attention based visual navigation in the real world
Towards self-attention based visual navigation in the real world
Jaime Ruiz-Serra
Jack White
Stephen M. Petrie
T. Kameneva
C. McCarthy
28
0
0
15 Sep 2022
A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning
  Enabling Technologies
A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning Enabling Technologies
Adam Thelen
Xiaoge Zhang
Olga Fink
Yan Lu
Sayan Ghosh
B. Youn
Michael D. Todd
S. Mahadevan
Chao Hu
Zhen Hu
SyDa
AI4CE
27
190
0
26 Aug 2022
Object Detection Using Sim2Real Domain Randomization for Robotic
  Applications
Object Detection Using Sim2Real Domain Randomization for Robotic Applications
Dániel Horváth
Gábor Erdös
Z. Istenes
Tomáš Horváth
S. Földi
35
41
0
08 Aug 2022
Deep Learning Approaches to Grasp Synthesis: A Review
Deep Learning Approaches to Grasp Synthesis: A Review
Rhys Newbury
Morris Gu
Lachlan Chumbley
Arsalan Mousavian
Clemens Eppner
...
A. Morales
Tamim Asfour
Danica Kragic
Dieter Fox
Akansel Cosgun
42
163
0
06 Jul 2022
Learning A Simulation-based Visual Policy for Real-world Peg In Unseen
  Holes
Learning A Simulation-based Visual Policy for Real-world Peg In Unseen Holes
Liangru Xie
Hongxiang Yu
Kechun Xu
Tong Yang
Minhang Wang
Haojian Lu
R. Xiong
Yue Wang
31
0
0
09 May 2022
Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household
  Items
Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household Items
Laura Downs
Anthony G. Francis
Nate Koenig
Brandon Kinman
R. Hickman
Krista Reymann
T. B. McHugh
Vincent Vanhoucke
LM&Ro
57
473
0
25 Apr 2022
Sim-to-Real 6D Object Pose Estimation via Iterative Self-training for
  Robotic Bin Picking
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
48
26
0
14 Apr 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed
  Machine Learning
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning
Chuizheng Meng
Sungyong Seo
Defu Cao
Sam Griesemer
Yan Liu
PINN
AI4CE
53
57
0
31 Mar 2022
Aggressive Quadrotor Flight Using Curiosity-Driven Reinforcement
  Learning
Aggressive Quadrotor Flight Using Curiosity-Driven Reinforcement Learning
Q. Sun
Jinbao Fang
Weixing Zheng
Yang Tang
19
27
0
26 Mar 2022
Visuo-Haptic Object Perception for Robots: An Overview
Visuo-Haptic Object Perception for Robots: An Overview
Nicolás Navarro-Guerrero
Sibel Toprak
Josip Josifovski
L. Jamone
30
36
0
22 Mar 2022
Learning for Robot Decision Making under Distribution Shift: A Survey
Learning for Robot Decision Making under Distribution Shift: A Survey
Abhishek Paudel
OOD
OffRL
43
5
0
14 Mar 2022
Context is Everything: Implicit Identification for Dynamics Adaptation
Context is Everything: Implicit Identification for Dynamics Adaptation
Ben Evans
Abitha Thankaraj
Lerrel Pinto
47
20
0
10 Mar 2022
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object
  Detection in Adverse Weather Conditions
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions
George Eskandar
Robert A. Marsden
Pavithran Pandiyan
Mario Döbler
Karim Guirguis
B. Yang
28
7
0
07 Mar 2022
Data-efficient learning of object-centric grasp preferences
Data-efficient learning of object-centric grasp preferences
Yoann Fleytoux
Anji Ma
S. Ivaldi
Jean-Baptiste Mouret
27
4
0
01 Mar 2022
Practical Imitation Learning in the Real World via Task Consistency Loss
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
SafeAPT: Safe Simulation-to-Real Robot Learning using Diverse Policies
  Learned in Simulation
SafeAPT: Safe Simulation-to-Real Robot Learning using Diverse Policies Learned in Simulation
Rituraj Kaushik
Karol Arndt
Ville Kyrki
27
8
0
27 Jan 2022
Transferability in Deep Learning: A Survey
Transferability in Deep Learning: A Survey
Junguang Jiang
Yang Shu
Jianmin Wang
Mingsheng Long
OOD
34
101
0
15 Jan 2022
Overcoming Mode Collapse with Adaptive Multi Adversarial Training
Overcoming Mode Collapse with Adaptive Multi Adversarial Training
K. Mangalam
Rohin Garg
GAN
34
13
0
29 Dec 2021
Reinforcement Learning-based Switching Controller for a Milliscale Robot
  in a Constrained Environment
Reinforcement Learning-based Switching Controller for a Milliscale Robot in a Constrained Environment
Abbas Tariverdi
Ulysse Côté-Allard
Kim Mathiassen
O. Elle
H. Kalvøy
Ø. Martinsen
J. Tørresen
16
4
0
27 Nov 2021
Understanding Domain Randomization for Sim-to-real Transfer
Understanding Domain Randomization for Sim-to-real Transfer
Xiaoyu Chen
Jiachen Hu
Chi Jin
Lihong Li
Liwei Wang
24
112
0
07 Oct 2021
SIM2REALVIZ: Visualizing the Sim2Real Gap in Robot Ego-Pose Estimation
SIM2REALVIZ: Visualizing the Sim2Real Gap in Robot Ego-Pose Estimation
Theo Jaunet
G. Bono
Romain Vuillemot
Christian Wolf
21
2
0
24 Sep 2021
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