Shuran Song
Assistant Professor of Electrical Engineering and, by courtesy, of Computer Science
Bio
Shuran Song is an Assistant Professor of Electrical Engineering at Stanford University. Before joining Stanford, she was faculty at Columbia University. Shuran received her Ph.D. in Computer Science at Princeton University, BEng. at HKUST. Her research interests lie at the intersection of computer vision and robotics. Song’s research has been recognized through several awards, including the Best Paper Awards at RSS’22 and T-RO’20, Best System Paper Awards at CoRL’21, RSS’19, and finalists at RSS, ICRA, CVPR, and IROS. She is also a recipient of the NSF Career Award, Sloan Foundation fellowship as well as research awards from Microsoft, Toyota Research, Google, Amazon, and JP Morgan.
To learn more about Shuran’s work, please visit: https://shurans.github.io/
Academic Appointments
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Assistant Professor, Electrical Engineering
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Assistant Professor (By courtesy), Computer Science
Honors & Awards
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Research Scholar, Google (2023)
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Gabilan Faculty Fellow, Stanford (2023)
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Microsoft Faculty Fellowship, Microsoft (2021)
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Research Fellowship, Alfred P. Sloan Foundation (2022)
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Career Award, National Science Foundation (2022)
2024-25 Courses
- Robot Perception
CS 227A, EE 227 (Aut) - Robotics and Autonomous Systems Seminar
ENGR 319 (Aut, Win, Spr) - Sensorimotor Learning for Embodied Agents
CS 381, EE 381 (Win) -
Independent Studies (8)
- Advanced Reading and Research
CS 499 (Aut, Sum) - Advanced Reading and Research
CS 499P (Aut, Sum) - Master's Thesis and Thesis Research
EE 300 (Aut, Win, Spr, Sum) - Special Studies and Reports in Electrical Engineering
EE 191 (Aut, Sum) - Special Studies and Reports in Electrical Engineering
EE 391 (Aut, Win, Spr, Sum) - Special Studies and Reports in Electrical Engineering (WIM)
EE 191W (Aut, Win, Spr, Sum) - Special Studies or Projects in Electrical Engineering
EE 190 (Aut, Win, Spr, Sum) - Special Studies or Projects in Electrical Engineering
EE 390 (Aut, Win, Spr, Sum)
- Advanced Reading and Research
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Prior Year Courses
2023-24 Courses
- Robot Perception: Hardware, Algorithm, and Application
CS 227A, EE 227 (Win) - Sensorimotor Learning for Embodied Agents
EE 381 (Aut)
- Robot Perception: Hardware, Algorithm, and Application
Stanford Advisees
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Doctoral Dissertation Reader (AC)
Julia Di, Zipeng Fu, Fadhil Ginting, Chen Wang, Qingqing Zhao -
Orals Chair
Connor Lin -
Postdoctoral Faculty Sponsor
Hojung Choi, Yifan Hou, Shuang Li -
Doctoral Dissertation Advisor (AC)
Zeyi Liu, Mandi Zhao -
Master's Program Advisor
Yuzhou Bian, Josh Citron, Karthik Pythireddi -
Doctoral (Program)
Zeyi Liu, Chuer Pan, Austin Patel, Haochen Shi, Zhanyi Sun, Xiaomeng Xu, Mandi Zhao
All Publications
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Asynchronously Assigning, Monitoring, and Managing Assembly Goals in Virtual Reality for High-Level Robot Teleoperation
IEEE COMPUTER SOC. 2024: 450-460
View details for DOI 10.1109/VR58804.2024.00066
View details for Web of Science ID 001212781000071
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AuRo special issue on large language models in robotics guest editorial
AUTONOMOUS ROBOTS
2023
View details for DOI 10.1007/s10514-023-10153-1
View details for Web of Science ID 001104419300001
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TidyBot: personalized robot assistance with large language models
AUTONOMOUS ROBOTS
2023
View details for DOI 10.1007/s10514-023-10139-z
View details for Web of Science ID 001101530300001
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Iterative residual policy: For goal-conditioned dynamic manipulation of deformable objects
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH
2023
View details for DOI 10.1177/02783649231201201
View details for Web of Science ID 001060705200001
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CoWs on PASTURE: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation
IEEE COMPUTER SOC. 2023: 23171-23181
View details for DOI 10.1109/CVPR52729.2023.02219
View details for Web of Science ID 001062531307048
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Tracking and Reconstructing Hand Object Interactions from Point Cloud Sequences in the Wild
ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE. 2023: 304-312
View details for Web of Science ID 001243759700034
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XSkill: Cross Embodiment Skill Discovery
JMLR-JOURNAL MACHINE LEARNING RESEARCH. 2023
View details for Web of Science ID 001221201503032
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Scaling Up and Distilling Down: Language-Guided Robot Skill Acquisition
JMLR-JOURNAL MACHINE LEARNING RESEARCH. 2023
View details for Web of Science ID 001221201503044
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REFLECT: Summarizing Robot Experiences for FaiLure Explanation and CorrecTion
JMLR-JOURNAL MACHINE LEARNING RESEARCH. 2023
View details for Web of Science ID 001221201503029
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Rearrangement Planning for General Part Assembly
JMLR-JOURNAL MACHINE LEARNING RESEARCH. 2023
View details for Web of Science ID 001221201500006
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DATACOMP: In search of the next generation of multimodal datasets
NEURAL INFORMATION PROCESSING SYSTEMS (NIPS). 2023
View details for Web of Science ID 001220600007022
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Pick2Place: Task-aware 6DoF Grasp Estimation via Object-Centric Perspective Affordance
IEEE. 2023: 7996-8002
View details for DOI 10.1109/ICRA48891.2023.10160736
View details for Web of Science ID 001048371101047
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TANDEM3D: Active Tactile Exploration for 3D Object Recognition
IEEE. 2023: 10401-10407
View details for DOI 10.1109/ICRA48891.2023.10161091
View details for Web of Science ID 001048371103016
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Structure from Action: Learning Interactions for 3D Articulated Object Structure Discovery
IEEE. 2023: 1222-1229
View details for DOI 10.1109/IROS55552.2023.10342135
View details for Web of Science ID 001133658800127
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Bag All You Need: Learning a Generalizable Bagging Strategy for Heterogeneous Objects
IEEE. 2023: 960-967
View details for DOI 10.1109/IROS55552.2023.10341841
View details for Web of Science ID 001133658800100
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TidyBot: Personalized Robot Assistance with Large Language Models
IEEE. 2023: 3546-3553
View details for DOI 10.1109/IROS55552.2023.10341577
View details for Web of Science ID 001133658802091
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Built to Order: A Virtual Reality Interface for Assigning High-Level Assembly Goals to Remote Robots
ASSOC COMPUTING MACHINERY. 2023
View details for DOI 10.1145/3607822.3618005
View details for Web of Science ID 001138802600036
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Cloth Funnels: Canonicalized-Alignment for Multi-Purpose Garment Manipulation
IEEE. 2023: 5872-5879
View details for DOI 10.1109/ICRA48891.2023.10161546
View details for Web of Science ID 001036713004121
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TANDEM: Learning Joint Exploration and Decision Making With Tactile Sensors
IEEE ROBOTICS AND AUTOMATION LETTERS
2022; 7 (4): 10391-10398
View details for DOI 10.1109/LRA.2022.3193466
View details for Web of Science ID 000836638000001
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Learning Pneumatic Non-Prehensile Manipulation With a Mobile Blower
IEEE ROBOTICS AND AUTOMATION LETTERS
2022; 7 (3): 8471-8478
View details for DOI 10.1109/LRA.2022.3187833
View details for Web of Science ID 000838455200019
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Universal Manipulation Policy Network for Articulated Objects
IEEE ROBOTICS AND AUTOMATION LETTERS
2022; 7 (2): 2447-2454
View details for DOI 10.1109/LRA.2022.3142397
View details for Web of Science ID 000748371300013
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Scene Editing as Teleoperation: A Case Study in 6DoF Kit Assembly
IEEE. 2022: 4773-4780
View details for DOI 10.1109/IROS47612.2022.9982158
View details for Web of Science ID 000908368203072
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DextAIRity: Deformable Manipulation Can be a Breeze
RSS FOUNDATION-ROBOTICS SCIENCE & SYSTEMS FOUNDATION. 2022
View details for Web of Science ID 000827625700017
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Iterative Residual Policy for Goal-Conditioned Dynamic Manipulation of Deformable Objects
RSS FOUNDATION-ROBOTICS SCIENCE & SYSTEMS FOUNDATION. 2022
View details for Web of Science ID 000827625700016
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Continuous Scene Representations for Embodied AI
IEEE COMPUTER SOC. 2022: 14829-14839
View details for DOI 10.1109/CVPR52688.2022.01443
View details for Web of Science ID 000870783000041
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Sim2Real in Robotics and Automation: Applications and Challenges
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING
2021; 18 (2): 398-400
View details for DOI 10.1109/TASE.2021.3064065
View details for Web of Science ID 000638401500001
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Leveraging SE(3) Equivariance for Self-Supervised Category-Level Object Pose Estimation
NEURAL INFORMATION PROCESSING SYSTEMS (NIPS). 2021
View details for Web of Science ID 000922928206048
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Dynamic Grasping with Reachability and Motion Awareness
IEEE. 2021: 9422-9429
View details for DOI 10.1109/IROS51168.2021.9636057
View details for Web of Science ID 000755125507051
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AdaGrasp: Learning an Adaptive Gripper-Aware Grasping Policy
IEEE. 2021: 4620-4626
View details for DOI 10.1109/ICRA48506.2021.9560833
View details for Web of Science ID 000765738803090
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Spatial Intention Maps for Multi-Agent Mobile Manipulation
IEEE. 2021: 8749-8756
View details for DOI 10.1109/ICRA48506.2021.9561359
View details for Web of Science ID 000771405402016
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Visual Perspective Taking for Opponent Behavior Modeling
IEEE. 2021: 13678-13685
View details for DOI 10.1109/ICRA48506.2021.9562028
View details for Web of Science ID 000771405405041
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SSCNav: Confidence-Aware Semantic Scene Completion for Visual Semantic Navigation
IEEE. 2021: 13194-13200
View details for DOI 10.1109/ICRA48506.2021.9560925
View details for Web of Science ID 000771405404128
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Act the Part: Learning Interaction Strategies for Articulated Object Part Discovery
IEEE. 2021: 15732-15741
View details for DOI 10.1109/ICCV48922.2021.01546
View details for Web of Science ID 000798743205090
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GarmentNets: Category-Level Pose Estimation for Garments via Canonical Space Shape Completion
IEEE. 2021: 3304-3313
View details for DOI 10.1109/ICCV48922.2021.00331
View details for Web of Science ID 000797698903051
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TossingBot: Learning to Throw Arbitrary Objects With Residual Physics
IEEE TRANSACTIONS ON ROBOTICS
2020; 36 (4): 1307-1319
View details for DOI 10.1109/TRO.2020.2988642
View details for Web of Science ID 000557702400018
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Grasping in the Wild: Learning 6DoF Closed-Loop Grasping From Low-Cost Demonstrations
IEEE ROBOTICS AND AUTOMATION LETTERS
2020; 5 (3): 4978-4985
View details for DOI 10.1109/LRA.2020.3004787
View details for Web of Science ID 000546883300011
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Category-Level Articulated Object Pose Estimation
IEEE. 2020: 3703–12
View details for DOI 10.1109/CVPR42600.2020.00376
View details for Web of Science ID 000620679503093
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ClearGrasp: 3D Shape Estimation of Transparent Objects for Manipulation
IEEE. 2020: 3634-3642
View details for Web of Science ID 000712319502079
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Learning to See before Learning to Act: Visual Pre-training for Manipulation
IEEE. 2020: 7286-7293
View details for DOI 10.1109/icra40945.2020.9197331
View details for Web of Science ID 000712319504126
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Spatial Action Maps for Mobile Manipulation
MIT PRESS. 2020
View details for Web of Science ID 000570976900035
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Form2Fit: Learning Shape Priors for Generalizable Assembly from Disassembly
IEEE. 2020: 9404-9410
View details for Web of Science ID 000712319506042
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Normalized Object Coordinate Space for Category-Level 6D Object Pose and Size Estimation
IEEE COMPUTER SOC. 2019: 2637–46
View details for DOI 10.1109/CVPR.2019.00275
View details for Web of Science ID 000529484002082
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TossingBot: Learning to Throw Arbitrary Objects with Residual Physics
MIT PRESS. 2019
View details for Web of Science ID 000570976800004
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DensePhysNet: Learning Dense Physical Object Representations via Multi-step Dynamic Interactions
MIT PRESS. 2019
View details for Web of Science ID 000570976800045
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Neural Graph Matching Networks for Fewshot 3D Action Recognition
SPRINGER INTERNATIONAL PUBLISHING AG. 2018: 673-689
View details for DOI 10.1007/978-3-030-01246-5_40
View details for Web of Science ID 000594203000040
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Im2Pano3D: Extrapolating 360 degrees Structure and Semantics Beyond the Field of View
IEEE. 2018: 3847–56
View details for DOI 10.1109/CVPR.2018.00405
View details for Web of Science ID 000457843603103
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Matterport3D: Learning from RGB-D Data in Indoor Environments
IEEE. 2017: 667–76
View details for DOI 10.1109/3DV.2017.00081
View details for Web of Science ID 000454981700071
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3DMatch: Learning Local Geometric Descriptors from RGB-D Reconstructions
IEEE. 2017: 199-208
View details for DOI 10.1109/CVPR.2017.29
View details for Web of Science ID 000418371400022