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Learning Predictive Representations for Deformable Objects Using
  Contrastive Estimation

Learning Predictive Representations for Deformable Objects Using Contrastive Estimation

11 March 2020
Wilson Yan
Ashwin Vangipuram
Pieter Abbeel
Lerrel Pinto
ArXivPDFHTML

Papers citing "Learning Predictive Representations for Deformable Objects Using Contrastive Estimation"

50 / 122 papers shown
Title
Implicit Neural-Representation Learning for Elastic Deformable-Object Manipulations
Implicit Neural-Representation Learning for Elastic Deformable-Object Manipulations
Minseok Song
JeongHo Ha
Bonggyeong Park
Daehyung Park
132
0
0
01 May 2025
CloSE: A Compact Shape- and Orientation-Agnostic Cloth State Representation
CloSE: A Compact Shape- and Orientation-Agnostic Cloth State Representation
Jay Kamat
J´ulia Borras
Carme Torras
18
0
0
07 Apr 2025
Learning Coordinated Bimanual Manipulation Policies using State Diffusion and Inverse Dynamics Models
Learning Coordinated Bimanual Manipulation Policies using State Diffusion and Inverse Dynamics Models
Haonan Chen
Jiaming Xu
Lily Sheng
Tianchen Ji
Shuijing Liu
Yunzhu Li
Katherine Driggs-Campbell
57
1
0
30 Mar 2025
Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulation
Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulation
Tongxuan Tian
Haoyang Li
Bo Ai
Xiaodi Yuan
Zhiao Huang
H. Su
DiffM
AI4CE
73
3
0
15 Mar 2025
Dexterous Cable Manipulation: Taxonomy, Multi-Fingered Hand Design, and Long-Horizon Manipulation
Dexterous Cable Manipulation: Taxonomy, Multi-Fingered Hand Design, and Long-Horizon Manipulation
Sun Zhaole
Xiao Gao
Xiaofeng Mao
Jihong Zhu
A. Billard
Robert B. Fisher
54
0
0
01 Feb 2025
GenDOM: Generalizable One-shot Deformable Object Manipulation with Parameter-Aware Policy
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
CART-MPC: Coordinating Assistive Devices for Robot-Assisted Transferring with Multi-Agent Model Predictive Control
Ruolin Ye
Shuaixing Chen
Yunting Yan
Joyce Yang
Christina Ge
Jose Barreiros
Kate Tsui
Tom Silver
T. Bhattacharjee
45
0
0
19 Jan 2025
DINO-WM: World Models on Pre-trained Visual Features enable Zero-shot Planning
DINO-WM: World Models on Pre-trained Visual Features enable Zero-shot Planning
G. Zhou
Hengkai Pan
Yann LeCun
Lerrel Pinto
VGen
LM&Ro
OffRL
35
14
0
07 Nov 2024
DOFS: A Real-world 3D Deformable Object Dataset with Full Spatial
  Information for Dynamics Model Learning
DOFS: A Real-world 3D Deformable Object Dataset with Full Spatial Information for Dynamics Model Learning
Zhen Zhang
X. Chu
Yunxi Tang
K. W. S. Au
32
0
0
29 Oct 2024
GARField: Addressing the visual Sim-to-Real gap in garment manipulation
  with mesh-attached radiance fields
GARField: Addressing the visual Sim-to-Real gap in garment manipulation with mesh-attached radiance fields
Donatien Delehelle
Darwin G. Caldwell
Fei Chen
25
0
0
07 Oct 2024
PokeFlex: Towards a Real-World Dataset of Deformable Objects for Robotic
  Manipulation
PokeFlex: Towards a Real-World Dataset of Deformable Objects for Robotic Manipulation
Jan Obrist
Miguel Zamora
Hehui Zheng
Juan Zarate
Robert K. Katzschmann
Stelian Coros
26
1
0
25 Sep 2024
Unfolding the Literature: A Review of Robotic Cloth Manipulation
Unfolding the Literature: A Review of Robotic Cloth Manipulation
A. Longhini
Yufei Wang
Irene Garcia-Camacho
David Blanco-Mulero
Marco Moletta
...
Hang Yin
Zackory M. Erickson
David Held
J´ulia Borras
Danica Kragic
AI4CE
36
11
0
01 Jul 2024
One Fling to Goal: Environment-aware Dynamics for Goal-conditioned
  Fabric Flinging
One Fling to Goal: Environment-aware Dynamics for Goal-conditioned Fabric Flinging
Linhan Yang
Lei Yang
Haoran Sun
Zeqing Zhang
Haibin He
Fang Wan
Chaoyang Song
Jia-Yu Pan
AI4CE
43
2
0
20 Jun 2024
GPT-Fabric: Folding and Smoothing Fabric by Leveraging Pre-Trained
  Foundation Models
GPT-Fabric: Folding and Smoothing Fabric by Leveraging Pre-Trained Foundation Models
Vedant Raval
Enyu Zhao
Hejia Zhang
Stefanos Nikolaidis
Daniel Seita
AI4CE
44
5
0
14 Jun 2024
Safe Deep Model-Based Reinforcement Learning with Lyapunov Functions
Safe Deep Model-Based Reinforcement Learning with Lyapunov Functions
Harry Zhang
34
0
0
25 May 2024
Self-Supervised Learning of Dynamic Planar Manipulation of Free-End
  Cables
Self-Supervised Learning of Dynamic Planar Manipulation of Free-End Cables
Jonathan Wang
Huang Huang
Vincent Lim
Harry Zhang
Jeffrey Ichnowski
Daniel Seita
Yunliang Chen
Ken Goldberg
SSL
32
2
0
15 May 2024
Differentiable Particles for General-Purpose Deformable Object
  Manipulation
Differentiable Particles for General-Purpose Deformable Object Manipulation
Siwei Chen
Yiqing Xu
Cunjun Yu
Linfeng Li
David Hsu
40
6
0
02 May 2024
SculptDiff: Learning Robotic Clay Sculpting from Humans with Goal
  Conditioned Diffusion Policy
SculptDiff: Learning Robotic Clay Sculpting from Humans with Goal Conditioned Diffusion Policy
Alison Bartsch
Arvind Car
Charlotte Avra
A. Farimani
38
5
0
15 Mar 2024
AdaFold: Adapting Folding Trajectories of Cloths via Feedback-loop
  Manipulation
AdaFold: Adapting Folding Trajectories of Cloths via Feedback-loop Manipulation
A. Longhini
Michael C. Welle
Zackory M. Erickson
Danica Kragic
AI4CE
51
6
0
10 Mar 2024
Cross Domain Policy Transfer with Effect Cycle-Consistency
Cross Domain Policy Transfer with Effect Cycle-Consistency
Ruiqi Zhu
Tianhong Dai
Oya Celiktutan
38
3
0
04 Mar 2024
The Grasp Loop Signature: A Topological Representation for Manipulation
  Planning with Ropes and Cables
The Grasp Loop Signature: A Topological Representation for Manipulation Planning with Ropes and Cables
Peter Mitrano
Dmitry Berenson
37
3
0
03 Mar 2024
Deformable Object Manipulation With Constraints Using Path Set Planning
  and Tracking
Deformable Object Manipulation With Constraints Using Path Set Planning and Tracking
Jing Huang
X. Chu
Xin Ma
K. W. S. Au
19
1
0
18 Feb 2024
Sequential Manipulation of Deformable Linear Object Networks with
  Endpoint Pose Measurements using Adaptive Model Predictive Control
Sequential Manipulation of Deformable Linear Object Networks with Endpoint Pose Measurements using Adaptive Model Predictive Control
T. Toner
V. Molazadeh
Miguel Saez
Dawn M. Tilbury
Kira Barton
AI4CE
17
0
0
15 Feb 2024
DeformNet: Latent Space Modeling and Dynamics Prediction for Deformable
  Object Manipulation
DeformNet: Latent Space Modeling and Dynamics Prediction for Deformable Object Manipulation
Chenchang Li
Zihao Ai
Tong Wu
Xiaosa Li
Wenbo Ding
Huazhe Xu
AI4CE
28
4
0
12 Feb 2024
DexDLO: Learning Goal-Conditioned Dexterous Policy for Dynamic
  Manipulation of Deformable Linear Objects
DexDLO: Learning Goal-Conditioned Dexterous Policy for Dynamic Manipulation of Deformable Linear Objects
Zhaole Sun
Jihong Zhu
Robert B. Fisher
33
7
0
23 Dec 2023
A Survey on Robotic Manipulation of Deformable Objects: Recent Advances,
  Open Challenges and New Frontiers
A Survey on Robotic Manipulation of Deformable Objects: Recent Advances, Open Challenges and New Frontiers
Feida Gu
Yanmin Zhou
Zhipeng Wang
Shuo Jiang
Bin He
AI4CE
16
8
0
16 Dec 2023
Learning visual-based deformable object rearrangement with local graph
  neural networks
Learning visual-based deformable object rearrangement with local graph neural networks
Yuhong Deng
Xueqian Wang
Lipeng Chen
24
5
0
16 Oct 2023
Benchmarking the Sim-to-Real Gap in Cloth Manipulation
Benchmarking the Sim-to-Real Gap in Cloth Manipulation
David Blanco Mulero
Oriol Barbany
G. Alcan
Adrià Colomé
Carme Torras
Ville Kyrki
33
15
0
14 Oct 2023
Predicting Object Interactions with Behavior Primitives: An Application
  in Stowing Tasks
Predicting Object Interactions with Behavior Primitives: An Application in Stowing Tasks
Haonan Chen
Yilong Niu
Kaiwen Hong
Shuijing Liu
Yixuan Wang
Yunzhu Li
Katherine Driggs-Campbell
43
13
0
28 Sep 2023
Achieving Autonomous Cloth Manipulation with Optimal Control via
  Differentiable Physics-Aware Regularization and Safety Constraints
Achieving Autonomous Cloth Manipulation with Optimal Control via Differentiable Physics-Aware Regularization and Safety Constraints
Yutong Zhang
Fei Liu
Xiao Liang
Michael C. Yip
AI4CE
32
2
0
20 Sep 2023
SculptBot: Pre-Trained Models for 3D Deformable Object Manipulation
SculptBot: Pre-Trained Models for 3D Deformable Object Manipulation
Alison Bartsch
Charlotte Avra
A. Farimani
3DPC
AI4CE
24
9
0
15 Sep 2023
TRTM: Template-based Reconstruction and Target-oriented Manipulation of
  Crumpled Cloths
TRTM: Template-based Reconstruction and Target-oriented Manipulation of Crumpled Cloths
Wenbo Wang
Gen Li
Miguel Zamora
Stelian Coros
3DH
19
11
0
09 Aug 2023
Learning World Models with Identifiable Factorization
Learning World Models with Identifiable Factorization
Yu-Ren Liu
Erdun Gao
Zhengmao Zhu
Hong Tian
Biwei Huang
Yang Yu
Anton van den Hengel
CML
OffRL
39
12
0
11 Jun 2023
DeformerNet: Learning Bimanual Manipulation of 3D Deformable Objects
DeformerNet: Learning Bimanual Manipulation of 3D Deformable Objects
Bao Thach
Brian Y. Cho
Shing-Hei Ho
Tucker Hermans
Alan Kuntz
23
4
0
08 May 2023
Efficient Robot Skill Learning with Imitation from a Single Video for
  Contact-Rich Fabric Manipulation
Efficient Robot Skill Learning with Imitation from a Single Video for Contact-Rich Fabric Manipulation
Shengzeng Huo
Anqing Duan
Lijun Han
Luyin Hu
Hesheng Wang
D. Navarro-Alarcon
24
1
0
24 Apr 2023
Modal-graph 3D shape servoing of deformable objects with raw point
  clouds
Modal-graph 3D shape servoing of deformable objects with raw point clouds
Bohan Yang
Congying Sui
Fangxun Zhong
Yunhui Liu
3DPC
32
2
0
18 Apr 2023
Robust Body Exposure (RoBE): A Graph-based Dynamics Modeling Approach to
  Manipulating Blankets over People
Robust Body Exposure (RoBE): A Graph-based Dynamics Modeling Approach to Manipulating Blankets over People
Kavya Puthuveetil
S. Wald
Atharva Pusalkar
Pratyusha Karnati
Zackory M. Erickson
21
4
0
10 Apr 2023
Flipbot: Learning Continuous Paper Flipping via Coarse-to-Fine
  Exteroceptive-Proprioceptive Exploration
Flipbot: Learning Continuous Paper Flipping via Coarse-to-Fine Exteroceptive-Proprioceptive Exploration
Chao Zhao
Chunli Jiang
Junhao Cai
M. Y. Wang
Hongyu Yu
Qifeng Chen
22
4
0
05 Apr 2023
Self-Supervised Multimodal Learning: A Survey
Self-Supervised Multimodal Learning: A Survey
Yongshuo Zong
Oisin Mac Aodha
Timothy M. Hospedales
SSL
24
43
0
31 Mar 2023
HANDLOOM: Learned Tracing of One-Dimensional Objects for Inspection and
  Manipulation
HANDLOOM: Learned Tracing of One-Dimensional Objects for Inspection and Manipulation
Vainavi Viswanath
K. Shivakumar
Jainil Ajmera
Mallika Parulekar
J. Kerr
Jeffrey Ichnowski
Richard Cheng
Thomas Kollar
Ken Goldberg
38
6
0
15 Mar 2023
Robotic Fabric Flattening with Wrinkle Direction Detection
Robotic Fabric Flattening with Wrinkle Direction Detection
Yu Qiu
Jihong Zhu
Cosimo Della Santina
Michael Gienger
Jens Kober
11
5
0
08 Mar 2023
PlaNet-ClothPick: Effective Fabric Flattening Based on Latent Dynamic
  Planning
PlaNet-ClothPick: Effective Fabric Flattening Based on Latent Dynamic Planning
Halid Abdulrahim Kadi
K. Terzic
35
1
0
02 Mar 2023
Learning Language-Conditioned Deformable Object Manipulation with Graph
  Dynamics
Learning Language-Conditioned Deformable Object Manipulation with Graph Dynamics
Yuhong Deng
Kaichun Mo
Chongkun Xia
Xueqian Wang
AI4CE
36
11
0
02 Mar 2023
Deep Reinforcement Learning Based on Local GNN for Goal-conditioned
  Deformable Object Rearranging
Deep Reinforcement Learning Based on Local GNN for Goal-conditioned Deformable Object Rearranging
Yuhong Deng
Chongkun Xia
Xueqian Wang
Lipeng Chen
26
15
0
21 Feb 2023
Graph-Transporter: A Graph-based Learning Method for Goal-Conditioned
  Deformable Object Rearranging Task
Graph-Transporter: A Graph-based Learning Method for Goal-Conditioned Deformable Object Rearranging Task
Yuhong Deng
Chongkun Xia
Xueqian Wang
Lipeng Chen
21
4
0
21 Feb 2023
Foldsformer: Learning Sequential Multi-Step Cloth Manipulation With
  Space-Time Attention
Foldsformer: Learning Sequential Multi-Step Cloth Manipulation With Space-Time Attention
Kai Mo
Chongkun Xia
Xueqian Wang
Yuhong Deng
Xuehai Gao
Bin Liang
26
18
0
08 Jan 2023
Learning Neural Force Manifolds for Sim2Real Robotic Symmetrical Paper
  Folding
Learning Neural Force Manifolds for Sim2Real Robotic Symmetrical Paper Folding
Andrew Choi
Dezhong Tong
Demetri Terzopoulos
Jungseock Joo
M. Jawed
AI4CE
31
8
0
05 Jan 2023
Visuotactile Affordances for Cloth Manipulation with Local Control
Visuotactile Affordances for Cloth Manipulation with Local Control
N. Sunil
Shaoxiong Wang
Y. She
Edward H. Adelson
Alberto Rodriguez
26
35
0
09 Dec 2022
Learning Fabric Manipulation in the Real World with Human Videos
Learning Fabric Manipulation in the Real World with Human Videos
Robert Lee
Jad Abou-Chakra
Fangyi Zhang
Peter Corke
19
9
0
05 Nov 2022
AutoBag: Learning to Open Plastic Bags and Insert Objects
AutoBag: Learning to Open Plastic Bags and Insert Objects
L. Chen
Baiyu Shi
Daniel Seita
Richard Cheng
Thomas Kollar
David Held
Ken Goldberg
SSL
23
37
0
31 Oct 2022
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