Supersizing Self-supervision: Learning to Grasp from 50K Tries and 700 Robot Hours

23 September 2015

Papers citing "Supersizing Self-supervision: Learning to Grasp from 50K Tries and 700 Robot Hours"

50 / 247 papers shown

Title
Unsupervised Feature Learning for Manipulation with Contrastive Domain Randomization Carmel Rabinovitz Niko A. Grupen Aviv Tamar OOD SSL 28 3 0 20 Mar 2021
How to Train Your Robot with Deep Reinforcement Learning; Lessons We've Learned Julian Ibarz Jie Tan Chelsea Finn Mrinal Kalakrishnan P. Pastor Sergey Levine OffRL 18 520 0 04 Feb 2021
Where2Act: From Pixels to Actions for Articulated 3D Objects Kaichun Mo Leonidas J. Guibas Mustafa Mukadam Abhinav Gupta Shubham Tulsiani 164 179 0 07 Jan 2021
Imitation Learning for High Precision Peg-in-Hole Tasks S. Gubbi Shishir Kolathaya B. Amrutur 37 21 0 26 Dec 2020
Emergent Hand Morphology and Control from Optimizing Robust Grasps of Diverse Objects Xinlei Pan Animesh Garg Anima Anandkumar Yuke Zhu 18 15 0 22 Dec 2020
AdaGrasp: Learning an Adaptive Gripper-Aware Grasping Policy Zhenjia Xu Beichun Qi Shubham Agrawal Shuran Song 29 42 0 28 Nov 2020
ACRONYM: A Large-Scale Grasp Dataset Based on Simulation Clemens Eppner Arsalan Mousavian Dieter Fox 43 208 0 18 Nov 2020
ROLL: Visual Self-Supervised Reinforcement Learning with Object Reasoning Yufei Wang G. Narasimhan Xingyu Lin Brian Okorn David Held OffRL LRM 30 13 0 13 Nov 2020
DIPN: Deep Interaction Prediction Network with Application to Clutter Removal Baichuan Huang Shuai D. Han Abdeslam Boularias Jingjin Yu AI4CE 24 61 0 09 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 45 97 0 06 Nov 2020
Towards Robotic Assembly by Predicting Robust, Precise and Task-oriented Grasps Jialiang Zhao Daniel M. Troniak Oliver Kroemer 24 14 0 04 Nov 2020
COG: Connecting New Skills to Past Experience with Offline Reinforcement Learning Avi Singh Albert Yu Jonathan Yang Jesse Zhang Aviral Kumar Sergey Levine SSL OffRL OnRL 35 103 0 27 Oct 2020
OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning Anurag Ajay Aviral Kumar Pulkit Agrawal Sergey Levine Ofir Nachum OffRL OnRL 39 155 0 26 Oct 2020
High Acceleration Reinforcement Learning for Real-World Juggling with Binary Rewards Kai Ploeger M. Lutter Jan Peters 22 29 0 26 Oct 2020
Real-Time Deep Learning Approach to Visual Servo Control and Grasp Detection for Autonomous Robotic Manipulation E. G. Ribeiro R. Q. Mendes V. Grassi 35 56 0 13 Oct 2020
Grasp Proposal Networks: An End-to-End Solution for Visual Learning of Robotic Grasps Chaozheng Wu Jian Chen Qiaoyu Cao Jianchi Zhang Yunxin Tai Lin Sun Kui Jia 28 52 0 26 Sep 2020
Learning Dexterous Grasping with Object-Centric Visual Affordances Priyanka Mandikal Kristen Grauman 30 136 0 03 Sep 2020
Grasping Field: Learning Implicit Representations for Human Grasps Korrawe Karunratanakul Jinlong Yang Yan Zhang Michael J. Black Krikamol Muandet Siyu Tang 3DH 33 207 0 10 Aug 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 29 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 41 159 0 08 Jul 2020
Depth by Poking: Learning to Estimate Depth from Self-Supervised Grasping Ben Goodrich Alex Kuefler William D. Richards SSL 21 6 0 16 Jun 2020
LEAF: Latent Exploration Along the Frontier Homanga Bharadhwaj Animesh Garg Florian Shkurti 29 1 0 21 May 2020
Action Image Representation: Learning Scalable Deep Grasping Policies with Zero Real World Data Mohi Khansari Daniel Kappler Jianlan Luo Jeff Bingham Mrinal Kalakrishnan 24 25 0 13 May 2020
VisualEchoes: Spatial Image Representation Learning through Echolocation Ruohan Gao Changan Chen Ziad Al-Halah Carl Schissler Kristen Grauman MDE SSL 171 84 0 04 May 2020
Never Stop Learning: The Effectiveness of Fine-Tuning in Robotic Reinforcement Learning Ryan Julian Benjamin Swanson Gaurav Sukhatme Sergey Levine Chelsea Finn Karol Hausman OnRL CLL 33 43 0 21 Apr 2020
Learning to Place Objects onto Flat Surfaces in Upright Orientations Rhys Newbury Kerry He Akansel Cosgun Tom Drummond 11 3 0 01 Apr 2020
Learning Dense Visual Correspondences in Simulation to Smooth and Fold Real Fabrics Aditya Ganapathi Priya Sundaresan Brijen Thananjeyan Ashwin Balakrishna Daniel Seita ... Joseph E. Gonzalez Nawid Jamali K. Yamane Soshi Iba Ken Goldberg 19 27 0 28 Mar 2020
Active Perception and Representation for Robotic Manipulation Youssef Y. Zaky Gaurav Paruthi B. Tripp James Bergstra 28 16 0 15 Mar 2020
Learning Predictive Representations for Deformable Objects Using Contrastive Estimation Wilson Yan Ashwin Vangipuram Pieter Abbeel Lerrel Pinto 37 188 0 11 Mar 2020
Compensation for undefined behaviors during robot task execution by switching controllers depending on embedded dynamics in RNN Kanata Suzuki Hiroki Mori T. Ogata 27 11 0 10 Mar 2020
Reconfigurable Design for Omni-adaptive Grasp Learning Fang Wan Haokun Wang Jiyuan Wu Yujia Liu Sheng Ge Chaoyang Song 18 20 0 29 Feb 2020
Reaching, Grasping and Re-grasping: Learning Multimode Grasping Skills Wenbin Hu Chuanyu Yang Kai Yuan Zhibin Li 25 5 0 11 Feb 2020
Elaborating on Learned Demonstrations with Temporal Logic Specifications Craig Innes S. Ramamoorthy 8 26 0 03 Feb 2020
DGCM-Net: Dense Geometrical Correspondence Matching Network for Incremental Experience-based Robotic Grasping T. Patten Kiru Park Markus Vincze 29 31 0 15 Jan 2020
Learning to Move with Affordance Maps William Qi Ravi Teja Mullapudi Saurabh Gupta Deva Ramanan 24 35 0 08 Jan 2020
Real-time Grasp Pose Estimation for Novel Objects in Densely Cluttered Environment Mohit Vohra Ravi Prakash Laxmidhar Behera 16 33 0 03 Jan 2020
Reorienting Objects in 3D Space Using Pivoting Yifan Hou Zhenzhong Jia M. T. Mason 14 11 0 05 Dec 2019
IRIS: Implicit Reinforcement without Interaction at Scale for Learning Control from Offline Robot Manipulation Data Ajay Mandlekar Fabio Ramos Byron Boots Silvio Savarese Li Fei-Fei Animesh Garg Dieter Fox OffRL 34 117 0 13 Nov 2019
Learning to Manipulate Deformable Objects without Demonstrations Yilin Wu Wilson Yan Thanard Kurutach Lerrel Pinto Pieter Abbeel OffRL 31 199 0 29 Oct 2019
KETO: Learning Keypoint Representations for Tool Manipulation Zengyi Qin Kuan Fang Yuke Zhu Li Fei-Fei Silvio Savarese 3DPC 38 107 0 26 Oct 2019
Contextual Imagined Goals for Self-Supervised Robotic Learning Ashvin Nair Shikhar Bahl Alexander Khazatsky Vitchyr H. Pong Glen Berseth Sergey Levine SSL 35 68 0 23 Oct 2019
Quantile QT-Opt for Risk-Aware Vision-Based Robotic Grasping Cristian Bodnar A. Li Karol Hausman P. Pastor Mrinal Kalakrishnan OffRL 28 50 0 01 Oct 2019
Leveraging Multimodal Haptic Sensory Data for Robust Cutting Kevin Zhang Mohit Sharma Manuela Veloso Oliver Kroemer 14 35 0 27 Sep 2019
ROBEL: Robotics Benchmarks for Learning with Low-Cost Robots Michael Ahn Henry Zhu Kristian Hartikainen Hugo Ponte Abhishek Gupta Sergey Levine Vikash Kumar 32 126 0 25 Sep 2019
Split Deep Q-Learning for Robust Object Singulation Iason Sarantopoulos Marios Kiatos Z. Doulgeri S. Malassiotis 25 32 0 17 Sep 2019
A Single Multi-Task Deep Neural Network with Post-Processing for Object Detection with Reasoning and Robotic Grasp Detection Dongwon Park Yonghyeok Seo Dongju Shin Jaesik Choi S. Chun 10 55 0 16 Sep 2019
Beyond Top-Grasps Through Scene Completion Jens Lundell Francesco Verdoja Ville Kyrki 30 28 0 15 Sep 2019
Using Synthetic Data and Deep Networks to Recognize Primitive Shapes for Object Grasping Yunzhi Lin Chao Tang Fu-Jen Chu Patricio A. Vela 3DPC 21 39 0 12 Sep 2019
A Deep Learning Approach to Grasping the Invisible Yang Yang Hengyue Liang Changhyun Choi 27 94 0 11 Sep 2019
Learning better generative models for dexterous, single-view grasping of novel objects Marek Kopicki D. Belter J. Wyatt 24 32 0 13 Jul 2019