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Dexterity from Touch: Self-Supervised Pre-Training of Tactile
  Representations with Robotic Play

Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Play

21 March 2023
Irmak Güzey
Ben Evans
Soumith Chintala
Lerrel Pinto
ArXivPDFHTML

Papers citing "Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Play"

50 / 51 papers shown
Title
Adaptive Wiping: Adaptive contact-rich manipulation through few-shot imitation learning with Force-Torque feedback and pre-trained object representations
Adaptive Wiping: Adaptive contact-rich manipulation through few-shot imitation learning with Force-Torque feedback and pre-trained object representations
Chikaha Tsuji
Enrique Coronado
Pablo Osorio
G. Venture
14
0
0
09 May 2025
Robust Model-Based In-Hand Manipulation with Integrated Real-Time Motion-Contact Planning and Tracking
Robust Model-Based In-Hand Manipulation with Integrated Real-Time Motion-Contact Planning and Tracking
Yongpeng Jiang
Mingrui Yu
Xinghao Zhu
M. Tomizuka
Xiang-Yang Li
36
0
0
08 May 2025
Zero-shot Sim2Real Transfer for Magnet-Based Tactile Sensor on Insertion Tasks
Zero-shot Sim2Real Transfer for Magnet-Based Tactile Sensor on Insertion Tasks
Beining Han
Abhishek Joshi
Jia Deng
24
0
0
05 May 2025
KineDex: Learning Tactile-Informed Visuomotor Policies via Kinesthetic Teaching for Dexterous Manipulation
KineDex: Learning Tactile-Informed Visuomotor Policies via Kinesthetic Teaching for Dexterous Manipulation
Di Zhang
Chengbo Yuan
Chuan Wen
H. Zhang
Junqiao Zhao
Yang Gao
17
0
0
04 May 2025
RUKA: Rethinking the Design of Humanoid Hands with Learning
RUKA: Rethinking the Design of Humanoid Hands with Learning
Anya Zorin
Irmak Güzey
Billy Yan
Aadhithya Iyer
Lisa Kondrich
Nikhil X. Bhattasali
Lerrel Pinto
34
0
0
17 Apr 2025
ViTa-Zero: Zero-shot Visuotactile Object 6D Pose Estimation
ViTa-Zero: Zero-shot Visuotactile Object 6D Pose Estimation
Hongyu Li
James Akl
Srinath Sridhar
Tye Brady
Taskin Padir
35
0
0
17 Apr 2025
Towards Generalization of Tactile Image Generation: Reference-Free Evaluation in a Leakage-Free Setting
Cagri Gungor
Derek Eppinger
Adriana Kovashka
48
0
0
10 Mar 2025
Sensor-Invariant Tactile Representation
Sensor-Invariant Tactile Representation
Harsh Gupta
Yuchen Mo
Shengmiao Jin
Wenzhen Yuan
60
2
0
27 Feb 2025
ArrayBot: Reinforcement Learning for Generalizable Distributed Manipulation through Touch
ArrayBot: Reinforcement Learning for Generalizable Distributed Manipulation through Touch
Zhengrong Xue
H. Zhang
Jin Cheng
Zhengmao He
Yuanchen Ju
Chan-Yu Lin
Gu Zhang
Huazhe Xu
OffRL
88
8
0
20 Feb 2025
3D-ViTac: Learning Fine-Grained Manipulation with Visuo-Tactile Sensing
3D-ViTac: Learning Fine-Grained Manipulation with Visuo-Tactile Sensing
Binghao Huang
Yixuan Wang
Xinyi Yang
Yiyue Luo
Yunzhu Li
35
14
0
08 Jan 2025
Sparsh: Self-supervised touch representations for vision-based tactile
  sensing
Sparsh: Self-supervised touch representations for vision-based tactile sensing
Carolina Higuera
Akash Sharma
Chaithanya Krishna Bodduluri
Taosha Fan
Patrick E. Lancaster
...
Michael Kaess
Byron Boots
Mike Lambeta
Tingfan Wu
Mustafa Mukadam
29
11
0
31 Oct 2024
Bridging the Human to Robot Dexterity Gap through Object-Oriented
  Rewards
Bridging the Human to Robot Dexterity Gap through Object-Oriented Rewards
Irmak Güzey
Yinlong Dai
Georgy Savva
Raunaq M. Bhirangi
Lerrel Pinto
27
0
0
30 Oct 2024
Learning Precise, Contact-Rich Manipulation through Uncalibrated Tactile
  Skins
Learning Precise, Contact-Rich Manipulation through Uncalibrated Tactile Skins
Venkatesh Pattabiraman
Yifeng Cao
Siddhant Haldar
Lerrel Pinto
Raunaq M. Bhirangi
32
4
0
22 Oct 2024
Canonical Representation and Force-Based Pretraining of 3D Tactile for Dexterous Visuo-Tactile Policy Learning
Canonical Representation and Force-Based Pretraining of 3D Tactile for Dexterous Visuo-Tactile Policy Learning
Tianhao Wu
Jinzhou Li
Jiyao Zhang
Mingdong Wu
Hao Dong
SSL
31
4
0
26 Sep 2024
DynaMo: In-Domain Dynamics Pretraining for Visuo-Motor Control
DynaMo: In-Domain Dynamics Pretraining for Visuo-Motor Control
Zichen Jeff Cui
Hengkai Pan
Aadhithya Iyer
Siddhant Haldar
Lerrel Pinto
VGen
18
9
0
18 Sep 2024
Hand-Object Interaction Pretraining from Videos
Hand-Object Interaction Pretraining from Videos
Himanshu Gaurav Singh
Antonio Loquercio
Carmelo Sferrazza
Jane Wu
Haozhi Qi
Pieter Abbeel
Jitendra Malik
35
11
0
12 Sep 2024
Learning to Singulate Objects in Packed Environments using a Dexterous
  Hand
Learning to Singulate Objects in Packed Environments using a Dexterous Hand
Hao Jiang
Yuhai Wang
Hanyang Zhou
Daniel Seita
33
2
0
01 Sep 2024
All Robots in One: A New Standard and Unified Dataset for Versatile,
  General-Purpose Embodied Agents
All Robots in One: A New Standard and Unified Dataset for Versatile, General-Purpose Embodied Agents
Zhiqiang Wang
Hao Zheng
Yunshuang Nie
Wenjun Xu
Qingwei Wang
...
Wanxi Dong
Chang Cai
Liang Lin
Feng Zheng
Xiaodan Liang
22
4
0
20 Aug 2024
HyperTaxel: Hyper-Resolution for Taxel-Based Tactile Signals Through
  Contrastive Learning
HyperTaxel: Hyper-Resolution for Taxel-Based Tactile Signals Through Contrastive Learning
Hongyu Li
Snehal Dikhale
Jinda Cui
Soshi Iba
Nawid Jamali
24
1
0
15 Aug 2024
EyeSight Hand: Design of a Fully-Actuated Dexterous Robot Hand with
  Integrated Vision-Based Tactile Sensors and Compliant Actuation
EyeSight Hand: Design of a Fully-Actuated Dexterous Robot Hand with Integrated Vision-Based Tactile Sensors and Compliant Actuation
Branden Romero
Hao-Shu Fang
Pulkit Agrawal
Edward H. Adelson
28
12
0
12 Aug 2024
Play to the Score: Stage-Guided Dynamic Multi-Sensory Fusion for Robotic
  Manipulation
Play to the Score: Stage-Guided Dynamic Multi-Sensory Fusion for Robotic Manipulation
Runze Yuan
Tao Liu
Wenke Ma
Xuelong Li
19
6
0
02 Aug 2024
Aligning Cyber Space with Physical World: A Comprehensive Survey on
  Embodied AI
Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI
Y. Liu
Weixing Chen
Yongjie Bai
Xiaodan Liang
Guanbin Li
Wen Gao
Liang Lin
LM&Ro
SyDa
AI4CE
48
27
0
09 Jul 2024
ManiWAV: Learning Robot Manipulation from In-the-Wild Audio-Visual Data
ManiWAV: Learning Robot Manipulation from In-the-Wild Audio-Visual Data
Zeyi Liu
Cheng Chi
Eric A. Cousineau
Naveen Kuppuswamy
Benjamin Burchfiel
Shuran Song
VGen
28
23
0
27 Jun 2024
Low Fidelity Visuo-Tactile Pretraining Improves Vision-Only Manipulation Performance
Low Fidelity Visuo-Tactile Pretraining Improves Vision-Only Manipulation Performance
Selam Gano
Abraham George
A. Farimani
OnRL
38
0
0
21 Jun 2024
A Survey on Vision-Language-Action Models for Embodied AI
A Survey on Vision-Language-Action Models for Embodied AI
Yueen Ma
Zixing Song
Yuzheng Zhuang
Jianye Hao
Irwin King
LM&Ro
58
38
0
23 May 2024
DexSkills: Skill Segmentation Using Haptic Data for Learning Autonomous
  Long-Horizon Robotic Manipulation Tasks
DexSkills: Skill Segmentation Using Haptic Data for Learning Autonomous Long-Horizon Robotic Manipulation Tasks
Xiaofeng Mao
G. Giudici
Claudio Coppola
K. Althoefer
I. Farkhatdinov
Zhibin Li
Lorenzo Jamone
27
5
0
06 May 2024
Learning Visuotactile Skills with Two Multifingered Hands
Learning Visuotactile Skills with Two Multifingered Hands
Toru Lin
Yu Zhang
Qiyang Li
Haozhi Qi
Brent Yi
Sergey Levine
Jitendra Malik
31
52
0
25 Apr 2024
DexCap: Scalable and Portable Mocap Data Collection System for Dexterous
  Manipulation
DexCap: Scalable and Portable Mocap Data Collection System for Dexterous Manipulation
Chen Wang
Haochen Shi
Weizhuo Wang
Ruohan Zhang
Fei-Fei Li
Karen Liu
42
16
0
12 Mar 2024
Hierarchical State Space Models for Continuous Sequence-to-Sequence
  Modeling
Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling
Raunaq M. Bhirangi
Chenyu Wang
Venkatesh Pattabiraman
Carmel Majidi
Abhinav Gupta
Tess Hellebrekers
Lerrel Pinto
42
8
0
15 Feb 2024
Binding Touch to Everything: Learning Unified Multimodal Tactile
  Representations
Binding Touch to Everything: Learning Unified Multimodal Tactile Representations
Fengyu Yang
Chao Feng
Ziyang Chen
Hyoungseob Park
Daniel Wang
...
Ziyao Zeng
Xien Chen
Rit Gangopadhyay
Andrew Owens
Alex Wong
36
52
0
31 Jan 2024
M2CURL: Sample-Efficient Multimodal Reinforcement Learning via
  Self-Supervised Representation Learning for Robotic Manipulation
M2CURL: Sample-Efficient Multimodal Reinforcement Learning via Self-Supervised Representation Learning for Robotic Manipulation
Fotios Lygerakis
Vedant Dave
Elmar Rueckert
SSL
16
2
0
30 Jan 2024
Multimodal Visual-Tactile Representation Learning through
  Self-Supervised Contrastive Pre-Training
Multimodal Visual-Tactile Representation Learning through Self-Supervised Contrastive Pre-Training
Vedant Dave
Fotios Lygerakis
Elmar Rueckert
SSL
16
16
0
22 Jan 2024
Neural feels with neural fields: Visuo-tactile perception for in-hand
  manipulation
Neural feels with neural fields: Visuo-tactile perception for in-hand manipulation
Sudharshan Suresh
Haozhi Qi
Tingfan Wu
Taosha Fan
Luis Villaseñor-Pineda
...
Mrinal Kalakrishnan
Roberto Calandra
Michael Kaess
Joseph Ortiz
Mustafa Mukadam
21
29
0
20 Dec 2023
Toward General-Purpose Robots via Foundation Models: A Survey and
  Meta-Analysis
Toward General-Purpose Robots via Foundation Models: A Survey and Meta-Analysis
Yafei Hu
Quanting Xie
Vidhi Jain
Jonathan M Francis
Jay Patrikar
...
Xiaolong Wang
Sebastian A. Scherer
Z. Kira
Fei Xia
Yonatan Bisk
LM&Ro
AI4CE
21
54
0
14 Dec 2023
Robot Synesthesia: In-Hand Manipulation with Visuotactile Sensing
Robot Synesthesia: In-Hand Manipulation with Visuotactile Sensing
Ying Yuan
Haichuan Che
Yuzhe Qin
Binghao Huang
Zhao-Heng Yin
Kang-Won Lee
Yi Wu
Soo-Chul Lim
Xiaolong Wang
45
38
0
04 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
8
74
0
27 Nov 2023
Robot Learning in the Era of Foundation Models: A Survey
Robot Learning in the Era of Foundation Models: A Survey
Xuan Xiao
Jiahang Liu
Zhipeng Wang
Yanmin Zhou
Yong Qi
Qian Cheng
Bin He
Shuo Jiang
AI4CE
LM&Ro
10
25
0
24 Nov 2023
The Power of the Senses: Generalizable Manipulation from Vision and
  Touch through Masked Multimodal Learning
The Power of the Senses: Generalizable Manipulation from Vision and Touch through Masked Multimodal Learning
Carmelo Sferrazza
Younggyo Seo
Hao Liu
Youngwoon Lee
Pieter Abbeel
43
14
0
02 Nov 2023
MimicTouch: Leveraging Multi-modal Human Tactile Demonstrations for Contact-rich Manipulation
MimicTouch: Leveraging Multi-modal Human Tactile Demonstrations for Contact-rich Manipulation
Kelin Yu
Yunhai Han
Matthew Zhu
Vaibhav Saxena
Danfei Xu
Ye Zhao
11
10
0
25 Oct 2023
MUTEX: Learning Unified Policies from Multimodal Task Specifications
MUTEX: Learning Unified Policies from Multimodal Task Specifications
Rutav Shah
Roberto Martín-Martín
Yuke Zhu
OffRL
33
54
0
25 Sep 2023
See to Touch: Learning Tactile Dexterity through Visual Incentives
See to Touch: Learning Tactile Dexterity through Visual Incentives
Irmak Güzey
Yinlong Dai
Ben Evans
Soumith Chintala
Lerrel Pinto
10
30
0
21 Sep 2023
General In-Hand Object Rotation with Vision and Touch
General In-Hand Object Rotation with Vision and Touch
Haozhi Qi
Brent Yi
Sudharshan Suresh
Mike Lambeta
Y. Ma
Roberto Calandra
Jitendra Malik
58
80
0
18 Sep 2023
Few-Shot Learning of Force-Based Motions From Demonstration Through
  Pre-training of Haptic Representation
Few-Shot Learning of Force-Based Motions From Demonstration Through Pre-training of Haptic Representation
Marina Y. Aoyama
João Moura
Namiko Saito
S. Vijayakumar
13
5
0
08 Sep 2023
Sequential Dexterity: Chaining Dexterous Policies for Long-Horizon
  Manipulation
Sequential Dexterity: Chaining Dexterous Policies for Long-Horizon Manipulation
Yuanpei Chen
Chen Wang
Fei-Fei Li
C. Karen Liu
4
40
0
02 Sep 2023
A Cookbook of Self-Supervised Learning
A Cookbook of Self-Supervised Learning
Randall Balestriero
Mark Ibrahim
Vlad Sobal
Ari S. Morcos
Shashank Shekhar
...
Pierre Fernandez
Amir Bar
Hamed Pirsiavash
Yann LeCun
Micah Goldblum
SyDa
FedML
SSL
31
270
0
24 Apr 2023
Rotating without Seeing: Towards In-hand Dexterity through Touch
Rotating without Seeing: Towards In-hand Dexterity through Touch
Zhao-Heng Yin
Binghao Huang
Yuzhe Qin
Qifeng Chen
Xiaolong Wang
96
53
0
20 Mar 2023
Real-World Robot Learning with Masked Visual Pre-training
Real-World Robot Learning with Masked Visual Pre-training
Ilija Radosavovic
Tete Xiao
Stephen James
Pieter Abbeel
Jitendra Malik
Trevor Darrell
SSL
144
238
0
06 Oct 2022
Visual Backtracking Teleoperation: A Data Collection Protocol for
  Offline Image-Based Reinforcement Learning
Visual Backtracking Teleoperation: A Data Collection Protocol for Offline Image-Based Reinforcement Learning
David Brandfonbrener
Stephen Tu
Avi Singh
Stefan Welker
Chad Boodoo
Nikolai Matni
Jacob Varley
OffRL
43
10
0
05 Oct 2022
What Matters in Learning from Offline Human Demonstrations for Robot
  Manipulation
What Matters in Learning from Offline Human Demonstrations for Robot Manipulation
Ajay Mandlekar
Danfei Xu
J. Wong
Soroush Nasiriany
Chen Wang
Rohun Kulkarni
Li Fei-Fei
Silvio Savarese
Yuke Zhu
Roberto Martín-Martín
OffRL
139
461
0
06 Aug 2021
Deep Dynamics Models for Learning Dexterous Manipulation
Deep Dynamics Models for Learning Dexterous Manipulation
Anusha Nagabandi
K. Konolige
Sergey Levine
Vikash Kumar
143
404
0
25 Sep 2019
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