REASSEMBLE: A Multimodal Dataset for Contact-rich Robotic Assembly and Disassembly
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Abstract (arXiv)
Robotic manipulation remains a core challenge in robotics, particularly for contact-rich tasks such as industrial assembly and disassembly. Existing datasets have significantly advanced learning in manipulation but are primarily focused on simpler tasks like object rearrangement, falling short of capturing the complexity and physical dynamics involved in assembly and disassembly. To bridge this gap, we present REASSEMBLE (Robotic assEmbly disASSEMBLy datasEt), a new dataset designed specifically for contact-rich manipulation tasks. Built around the NIST Assembly Task Board 1 benchmark, REASSEMBLE includes four actions (pick, insert, remove, and place) involving 17 objects. The dataset contains 4,551 demonstrations, of which 4,035 were successful, spanning a total of 781 minutes. Our dataset features multi-modal sensor data, including event cameras, force-torque sensors, microphones, and multi-view RGB cameras. This diverse dataset supports research in areas such as learning contact-rich manipulation, task condition identification, action segmentation, and task inversion learning. The REASSEMBLE will be a valuable resource for advancing robotic manipulation in complex, real-world scenarios. The dataset is publicly available on our project website: https://tuwien-asl.github.io/REASSEMBLE_page/.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Feb 2025.
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Citing papers per year: 2025: 4; 2026: 10.
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- 2026World Action Models: The Next Frontier in Embodied AIcited by 46
- 2025Vision Language Action Models in Robotic Manipulation: A Systematic Reviewcited by 38
- 2025Mind Meets Space: Rethinking Agentic Spatial Intelligence from a Neuroscience-inspired Perspectivecited by 7
- 2026Data Pyramid for Embodied Manipulation: A Surveycited by 4
- 2026DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adaptercited by 3
- 2026SELF-VLA: A Skill Enhanced Agentic Vision-Language-Action Framework for Contact-Rich Disassemblycited by 3
- 2026AssemLM: A Spatial Reasoning Multimodal Large Language Model for Robotic Assemblycited by 2
- 2025M2R2: MultiModal Robotic Representation for Temporal Action Segmentationcited by 1
- 2025Probabilistic Hyper-Graphs using Multiple Randomly Masked Autoencoders for Semi-supervised Multi-modal Multi-task Learningcited by 1
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulationcited by 1
- 2026Frequency-aware decomposition learning for sensorless wrench estimation in vibration-rich robotic contactcited by 0
- 2026A Comprehensive Review of Generative Physical Artificial Intelligencecited by 0
- 2026ECHO: Event-Augmented Context with Hindsight and Outlook for Wrist-Only Manipulation28 Sep 2026
- 2026VT-Bridge: Bridging Pretrained Foundation VLAs to VTLAs via Lightweight Residual Adaptation18 Sep 2026
- 2026A Comprehensive Review of Generative Physical Artificial Intelligence16 Sep 2026
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulation1 Sep 2026
- 2026Data Pyramid for Embodied Manipulation: A Survey27 Jul 2026
- 2026World Action Models: The Next Frontier in Embodied AI12 May 2026
- 2026Frequency-aware decomposition learning for sensorless wrench estimation in vibration-rich robotic contact14 Apr 2026
- 2026AssemLM: A Spatial Reasoning Multimodal Large Language Model for Robotic Assembly10 Apr 2026
- 2026SELF-VLA: A Skill Enhanced Agentic Vision-Language-Action Framework for Contact-Rich Disassembly10 Mar 2026
- 2026DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adapter5 Feb 2026
- 2025Probabilistic Hyper-Graphs using Multiple Randomly Masked Autoencoders for Semi-supervised Multi-modal Multi-task Learning11 Oct 2025
- 2025Mind Meets Space: Rethinking Agentic Spatial Intelligence from a Neuroscience-inspired Perspective11 Sep 2025
- 2025Vision Language Action Models in Robotic Manipulation: A Systematic Reviewcited by 38
- 2026SELF-VLA: A Skill Enhanced Agentic Vision-Language-Action Framework for Contact-Rich Disassemblycited by 3
- 2026VT-Bridge: Bridging Pretrained Foundation VLAs to VTLAs via Lightweight Residual Adaptationcited by 0
- 2026VT-Bridge: Bridging Pretrained Foundation VLAs to VTLAs via Lightweight Residual Adaptation18 Sep 2026
- 2026SELF-VLA: A Skill Enhanced Agentic Vision-Language-Action Framework for Contact-Rich Disassembly10 Mar 2026
- 2025Vision Language Action Models in Robotic Manipulation: A Systematic Review14 Jul 2025
- 2026World Action Models: The Next Frontier in Embodied AIcited by 46
- 2026World Action Models: The Next Frontier in Embodied AI12 May 2026
- 2026Data Pyramid for Embodied Manipulation: A Surveycited by 4
- 2025M2R2: MultiModal Robotic Representation for Temporal Action Segmentationcited by 1
- 2025Probabilistic Hyper-Graphs using Multiple Randomly Masked Autoencoders for Semi-supervised Multi-modal Multi-task Learningcited by 1
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulationcited by 1
- 2026Frequency-aware decomposition learning for sensorless wrench estimation in vibration-rich robotic contactcited by 0
- 2026ECHO: Event-Augmented Context with Hindsight and Outlook for Wrist-Only Manipulationcited by 0
- 2026ECHO: Event-Augmented Context with Hindsight and Outlook for Wrist-Only Manipulation28 Sep 2026
- 2026Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulation1 Sep 2026
- 2026Data Pyramid for Embodied Manipulation: A Survey27 Jul 2026
- 2026Frequency-aware decomposition learning for sensorless wrench estimation in vibration-rich robotic contact14 Apr 2026
- 2025Probabilistic Hyper-Graphs using Multiple Randomly Masked Autoencoders for Semi-supervised Multi-modal Multi-task Learning11 Oct 2025
- 2025M2R2: MultiModal Robotic Representation for Temporal Action Segmentation25 Apr 2025