The RBO Dataset of Articulated Objects and Interactions
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Abstract (arXiv)
We present a dataset with models of 14 articulated objects commonly found in human environments and with RGB-D video sequences and wrenches recorded of human interactions with them. The 358 interaction sequences total 67 minutes of human manipulation under varying experimental conditions (type of interaction, lighting, perspective, and background). Each interaction with an object is annotated with the ground truth poses of its rigid parts and the kinematic state obtained by a motion capture system. For a subset of 78 sequences (25 minutes), we also measured the interaction wrenches. The object models contain textured three-dimensional triangle meshes of each link and their motion constraints. We provide Python scripts to download and visualize the data. The data is available at https://tu-rbo.github.io/articulated-objects/ and hosted at https://zenodo.org/record/1036660/.
Key facts. Cited by 34 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Jun 2018.
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Citing papers per year: 2021: 8; 2022: 5; 2023: 5; 2024: 6; 2025: 6; 2026: 4.
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- 2021Where2Act: From Pixels to Actions for Articulated 3D Objectscited by 179
- 2021A-SDF: Learning Disentangled Signed Distance Functions for Articulated Shape Representationcited by 113
- 2024URDFormer: A Pipeline for Constructing Articulated Simulation Environments from Real-World Imagescited by 106
- 2022AKB-48: A Real-World Articulated Object Knowledge Basecited by 81
- 2021VAT-Mart: Learning Visual Action Trajectory Proposals for Manipulating 3D ARTiculated Objectscited by 78
- 2023CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objectscited by 64
- 2022OPD: Single-view 3D Openable Part Detectioncited by 52
- 2022Self-supervised Neural Articulated Shape and Appearance Modelscited by 51
- 2021O2O-Afford: Annotation-Free Large-Scale Object-Object Affordance Learningcited by 46
- 2021Towards Real-World Category-level Articulation Pose Estimationcited by 39
- 2024Deep Learning-Based Object Pose Estimation: A Comprehensive Surveycited by 39
- 2021PTR: A Benchmark for Part-based Conceptual, Relational, and Physical Reasoningcited by 34
22 more
- 2023NAP: Neural 3D Articulation Priorcited by 25
- 2025Articulated Object Estimation in the Wildcited by 18
- 2023ContactArt: Learning 3D Interaction Priors for Category-level Articulated Object and Hand Poses Estimationcited by 16
- 2024Survey on Modeling of Human-made Articulated Objectscited by 14
- 2021Unsupervised Pose-Aware Part Decomposition for 3D Articulated Objectscited by 12
- 2026Articulated 3D Scene Graphs for Open-World Mobile Manipulationcited by 9
- 2022NARF22: Neural Articulated Radiance Fields for Configuration-Aware Renderingcited by 8
- 2023NAISR: A 3D Neural Additive Model for Interpretable Shape Representationcited by 7
- 2024SM3: Self-Supervised Multi-task Modeling with Multi-view 2D Images for Articulated Objectscited by 5
- 2024Discovering Conceptual Knowledge with Analytic Ontology Templates for Articulated Objectscited by 5
- 2022Structure from Action: Learning Interactions for Articulated Object 3D Structure Discoverycited by 4
- 2025Kaiwu: A Multimodal Manipulation Dataset and Framework for Robot Learning and Human-Robot Interactioncited by 4
- 2026Artiverse: A Diverse and Physically Grounded Dataset for Articulated Objectscited by 4
- 2025Symbolic Intermediaries as a Linguistic-Numerical Interface for LLM-Driven Geometric Reasoningcited by 2
- 2025DYNAMO: Dependency-Aware Deep Learning Framework for Articulated Assembly Motion Predictioncited by 2
- 2024Locate n' Rotate: Two-stage Openable Part Detection with Foundation Model Priorscited by 1
- 2026Revisiting Articulated Parts Perception in Robot Manipulationcited by 1
- 2021Deep Measurement Updates for Bayes Filterscited by 0
- 2023Local Region-to-Region Mapping-based Approach to Classify Articulated Objectscited by 0
- 2025Australian Supermarket Object Set (ASOS): A Benchmark Dataset of Physical Objects and 3D Models for Robotics and Computer Visioncited by 0
- 2025KineDiff3D: Kinematic-Aware Diffusion for Category-Level Articulated Object Shape Reconstruction and Generationcited by 0
- 2026URDF Synthesis from RGB-D Sequences via Differentiable Joint Inference and Energy-Consistent Verificationcited by 0
- 2026URDF Synthesis from RGB-D Sequences via Differentiable Joint Inference and Energy-Consistent Verification17 Jun 2026
- 2026Revisiting Articulated Parts Perception in Robot Manipulation6 Jun 2026
- 2026Artiverse: A Diverse and Physically Grounded Dataset for Articulated Objects23 May 2026
- 2026Articulated 3D Scene Graphs for Open-World Mobile Manipulation18 Feb 2026
- 2025KineDiff3D: Kinematic-Aware Diffusion for Category-Level Articulated Object Shape Reconstruction and Generation20 Oct 2025
- 2025DYNAMO: Dependency-Aware Deep Learning Framework for Articulated Assembly Motion Prediction15 Sep 2025
- 2025Australian Supermarket Object Set (ASOS): A Benchmark Dataset of Physical Objects and 3D Models for Robotics and Computer Vision9 Sep 2025
- 2025Articulated Object Estimation in the Wild1 Sep 2025
- 2025Symbolic Intermediaries as a Linguistic-Numerical Interface for LLM-Driven Geometric Reasoning23 May 2025
- 2025Kaiwu: A Multimodal Manipulation Dataset and Framework for Robot Learning and Human-Robot Interaction7 Mar 2025
- 2024Locate n' Rotate: Two-stage Openable Part Detection with Foundation Model Priors17 Dec 2024
- 2024Discovering Conceptual Knowledge with Analytic Ontology Templates for Articulated Objects18 Sep 2024
22 more
- 2024URDFormer: A Pipeline for Constructing Articulated Simulation Environments from Real-World Images19 May 2024
- 2024Deep Learning-Based Object Pose Estimation: A Comprehensive Survey13 May 2024
- 2024Survey on Modeling of Human-made Articulated Objects22 Mar 2024
- 2024SM3: Self-Supervised Multi-task Modeling with Multi-view 2D Images for Articulated Objects17 Jan 2024
- 2023NAP: Neural 3D Articulation Prior25 May 2023
- 2023Local Region-to-Region Mapping-based Approach to Classify Articulated Objects10 May 2023
- 2023ContactArt: Learning 3D Interaction Priors for Category-level Articulated Object and Hand Poses Estimation2 May 2023
- 2023CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objects28 Mar 2023
- 2023NAISR: A 3D Neural Additive Model for Interpretable Shape Representation16 Mar 2023
- 2022NARF22: Neural Articulated Radiance Fields for Configuration-Aware Rendering3 Oct 2022
- 2022Structure from Action: Learning Interactions for Articulated Object 3D Structure Discovery19 Jul 2022
- 2022Self-supervised Neural Articulated Shape and Appearance Models17 May 2022
- 2022OPD: Single-view 3D Openable Part Detection30 Mar 2022
- 2022AKB-48: A Real-World Articulated Object Knowledge Base17 Feb 2022
- 2021PTR: A Benchmark for Part-based Conceptual, Relational, and Physical Reasoning9 Dec 2021
- 2021Deep Measurement Updates for Bayes Filters1 Dec 2021
- 2021Unsupervised Pose-Aware Part Decomposition for 3D Articulated Objects8 Oct 2021
- 2021O2O-Afford: Annotation-Free Large-Scale Object-Object Affordance Learning29 Jun 2021
- 2021VAT-Mart: Learning Visual Action Trajectory Proposals for Manipulating 3D ARTiculated Objects28 Jun 2021
- 2021Towards Real-World Category-level Articulation Pose Estimation7 May 2021
- 2021A-SDF: Learning Disentangled Signed Distance Functions for Articulated Shape Representation15 Apr 2021
- 2021Where2Act: From Pixels to Actions for Articulated 3D Objects7 Jan 2021
- 2021Where2Act: From Pixels to Actions for Articulated 3D Objectscited by 179
- 2021A-SDF: Learning Disentangled Signed Distance Functions for Articulated Shape Representationcited by 113
- 2024URDFormer: A Pipeline for Constructing Articulated Simulation Environments from Real-World Imagescited by 106
- 2022AKB-48: A Real-World Articulated Object Knowledge Basecited by 81
- 2021VAT-Mart: Learning Visual Action Trajectory Proposals for Manipulating 3D ARTiculated Objectscited by 78
- 2023CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objectscited by 64
- 2022OPD: Single-view 3D Openable Part Detectioncited by 52
- 2022Self-supervised Neural Articulated Shape and Appearance Modelscited by 51
- 2021O2O-Afford: Annotation-Free Large-Scale Object-Object Affordance Learningcited by 46
- 2021Towards Real-World Category-level Articulation Pose Estimationcited by 39
- 2024Deep Learning-Based Object Pose Estimation: A Comprehensive Surveycited by 39
- 2021PTR: A Benchmark for Part-based Conceptual, Relational, and Physical Reasoningcited by 34
12 most cited of 32 All 32 (JSON)
- 2026URDF Synthesis from RGB-D Sequences via Differentiable Joint Inference and Energy-Consistent Verification17 Jun 2026
- 2026Revisiting Articulated Parts Perception in Robot Manipulation6 Jun 2026
- 2026Artiverse: A Diverse and Physically Grounded Dataset for Articulated Objects23 May 2026
- 2026Articulated 3D Scene Graphs for Open-World Mobile Manipulation18 Feb 2026
- 2025KineDiff3D: Kinematic-Aware Diffusion for Category-Level Articulated Object Shape Reconstruction and Generation20 Oct 2025
- 2025DYNAMO: Dependency-Aware Deep Learning Framework for Articulated Assembly Motion Prediction15 Sep 2025
- 2025Australian Supermarket Object Set (ASOS): A Benchmark Dataset of Physical Objects and 3D Models for Robotics and Computer Vision9 Sep 2025
- 2025Articulated Object Estimation in the Wild1 Sep 2025
- 2024Locate n' Rotate: Two-stage Openable Part Detection with Foundation Model Priors17 Dec 2024
- 2024Discovering Conceptual Knowledge with Analytic Ontology Templates for Articulated Objects18 Sep 2024
- 2024URDFormer: A Pipeline for Constructing Articulated Simulation Environments from Real-World Images19 May 2024
- 2024Deep Learning-Based Object Pose Estimation: A Comprehensive Survey13 May 2024
12 newest of 32 All 32 (JSON)