Object Handovers: a Review for Robotics
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Abstract (arXiv)
This article surveys the literature on human-robot object handovers. A handover is a collaborative joint action where an agent, the giver, gives an object to another agent, the receiver. The physical exchange starts when the receiver first contacts the object held by the giver and ends when the giver fully releases the object to the receiver. However, important cognitive and physical processes begin before the physical exchange, including initiating implicit agreement with respect to the location and timing of the exchange. From this perspective, we structure our review into the two main phases delimited by the aforementioned events: 1) a pre-handover phase, and 2) the physical exchange. We focus our analysis on the two actors (giver and receiver) and report the state of the art of robotic givers (robot-to-human handovers) and the robotic receivers (human-to-robot handovers). We report a comprehensive list of qualitative and quantitative metrics commonly used to assess the interaction. While focusing our review on the cognitive level (e.g., prediction, perception, motion planning, learning) and the physical level (e.g., motion, grasping, grip release) of the handover, we briefly discuss also the concepts of safety, social context, and ergonomics. We compare the behaviours displayed during human-to-human handovers to the state of the art of robotic assistants, and identify the major areas of improvement for robotic assistants to reach performance comparable to human interactions. Finally, we propose a minimal set of metrics that should be used in order to enable a fair comparison among the approaches.
Key facts. Cited by 28 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Jul 2020.
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Citing papers per year: 2021: 2; 2022: 9; 2023: 6; 2024: 5; 2025: 2; 2026: 4.
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- 2023Learning Human-to-Robot Handovers from Point Cloudscited by 34
- 2022HandoverSim: A Simulation Framework and Benchmark for Human-to-Robot Object Handoverscited by 15
- 2024GenH2R: Learning Generalizable Human-to-Robot Handover via Scalable Simulation, Demonstration, and Imitationcited by 14
- 2023SynH2R: Synthesizing Hand-Object Motions for Learning Human-to-Robot Handoverscited by 13
- 2023HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTscited by 12
- 2022Model Predictive Control for Fluid Human-to-Robot Handoverscited by 9
- 2023HOH: Markerless Multimodal Human-Object-Human Handover Dataset with Large Object Countcited by 7
- 2024Safety Control of Service Robots with LLMs and Embodied Knowledge Graphscited by 7
- 2021The CORSMAL benchmark for the prediction of the properties of containerscited by 6
- 2023ROSGPT_Vision: Commanding Robots Using Only Language Models' Promptscited by 4
- 2022A mixed-reality dataset for category-level 6D pose and size estimation of hand-occluded containerscited by 3
- 2024ContactHandover: Contact-Guided Robot-to-Human Object Handovercited by 3
16 more
- 2022Improving Generalization of Deep Networks for Estimating Physical Properties of Containers and Fillingscited by 2
- 2022Container Localisation and Mass Estimation with an RGB-D Cameracited by 2
- 2022Audio-Visual Object Classification for Human-Robot Collaborationcited by 2
- 2024Stereo Hand-Object Reconstruction for Human-to-Robot Handovercited by 2
- 2022Learning to Detect Slip with Barometric Tactile Sensors and a Temporal Convolutional Neural Networkcited by 1
- 2022FuRPE: Learning Full-body Reconstruction from Part Expertscited by 1
- 2023GoferBot: A Visual Guided Human-Robot Collaborative Assembly Systemcited by 1
- 2021Under Pressure: Learning to Detect Slip with Barometric Tactile Sensorscited by 0
- 2022Robot to Human Object Handover using Vision and Joint Torque Sensor Modalitiescited by 0
- 2024Kinematically Constrained Human-like Bimanual Robot-to-Human Handoverscited by 0
- 2025Intent-Handover: Grounding Language in Human-Usage Regions for Trustworthy Robot-to-Human Handoverscited by 0
- 2025Learning Dexterous Object Handovercited by 0
- 2026A Distributed Multi-Modal Sensing Approach for Human Activity Recognition in Real-Time Human-Robot Collaborationcited by 0
- 2026Improving through Interaction: Searching Behavioral Representation Spaces with CMA-ES-IGcited by 0
- 2026A Multimodal RGB and Events Dataset for Hand Detection in First-Person Viewcited by 0
- 2026RGB-D Video Generation for Improving Human-to-Robot Object Handover Predictioncited by 0
- 2026RGB-D Video Generation for Improving Human-to-Robot Object Handover Prediction13 Aug 2026
- 2026A Multimodal RGB and Events Dataset for Hand Detection in First-Person View9 Jun 2026
- 2026Improving through Interaction: Searching Behavioral Representation Spaces with CMA-ES-IG9 Mar 2026
- 2026A Distributed Multi-Modal Sensing Approach for Human Activity Recognition in Real-Time Human-Robot Collaboration2 Feb 2026
- 2025Learning Dexterous Object Handover20 Jun 2025
- 2025Intent-Handover: Grounding Language in Human-Usage Regions for Trustworthy Robot-to-Human Handovers5 Mar 2025
- 2024Stereo Hand-Object Reconstruction for Human-to-Robot Handover10 Dec 2024
- 2024Safety Control of Service Robots with LLMs and Embodied Knowledge Graphs28 May 2024
- 2024ContactHandover: Contact-Guided Robot-to-Human Object Handover1 Apr 2024
- 2024Kinematically Constrained Human-like Bimanual Robot-to-Human Handovers22 Feb 2024
- 2024GenH2R: Learning Generalizable Human-to-Robot Handover via Scalable Simulation, Demonstration, and Imitation1 Jan 2024
- 2023SynH2R: Synthesizing Hand-Object Motions for Learning Human-to-Robot Handovers9 Nov 2023
16 more
- 2023HOH: Markerless Multimodal Human-Object-Human Handover Dataset with Large Object Count1 Oct 2023
- 2023HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTs28 Sep 2023
- 2023ROSGPT_Vision: Commanding Robots Using Only Language Models' Prompts22 Aug 2023
- 2023GoferBot: A Visual Guided Human-Robot Collaborative Assembly System18 Apr 2023
- 2023Learning Human-to-Robot Handovers from Point Clouds30 Mar 2023
- 2022FuRPE: Learning Full-body Reconstruction from Part Experts30 Nov 2022
- 2022A mixed-reality dataset for category-level 6D pose and size estimation of hand-occluded containers18 Nov 2022
- 2022Robot to Human Object Handover using Vision and Joint Torque Sensor Modalities27 Oct 2022
- 2022HandoverSim: A Simulation Framework and Benchmark for Human-to-Robot Object Handovers19 May 2022
- 2022Model Predictive Control for Fluid Human-to-Robot Handovers31 Mar 2022
- 2022Audio-Visual Object Classification for Human-Robot Collaboration3 Mar 2022
- 2022Container Localisation and Mass Estimation with an RGB-D Camera2 Mar 2022
- 2022Improving Generalization of Deep Networks for Estimating Physical Properties of Containers and Fillings2 Mar 2022
- 2022Learning to Detect Slip with Barometric Tactile Sensors and a Temporal Convolutional Neural Network19 Feb 2022
- 2021The CORSMAL benchmark for the prediction of the properties of containers27 Jul 2021
- 2021Under Pressure: Learning to Detect Slip with Barometric Tactile Sensors24 Mar 2021
- 2023Learning Human-to-Robot Handovers from Point Cloudscited by 34
- 2022HandoverSim: A Simulation Framework and Benchmark for Human-to-Robot Object Handoverscited by 15
- 2023SynH2R: Synthesizing Hand-Object Motions for Learning Human-to-Robot Handoverscited by 13
- 2023HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTscited by 12
- 2022Model Predictive Control for Fluid Human-to-Robot Handoverscited by 9
- 2023HOH: Markerless Multimodal Human-Object-Human Handover Dataset with Large Object Countcited by 7
- 2024Safety Control of Service Robots with LLMs and Embodied Knowledge Graphscited by 7
- 2021The CORSMAL benchmark for the prediction of the properties of containerscited by 6
- 2023ROSGPT_Vision: Commanding Robots Using Only Language Models' Promptscited by 4
- 2022A mixed-reality dataset for category-level 6D pose and size estimation of hand-occluded containerscited by 3
- 2024ContactHandover: Contact-Guided Robot-to-Human Object Handovercited by 3
- 2022Improving Generalization of Deep Networks for Estimating Physical Properties of Containers and Fillingscited by 2
12 most cited of 27 All 27 (JSON)
- 2026RGB-D Video Generation for Improving Human-to-Robot Object Handover Prediction13 Aug 2026
- 2026A Multimodal RGB and Events Dataset for Hand Detection in First-Person View9 Jun 2026
- 2026Improving through Interaction: Searching Behavioral Representation Spaces with CMA-ES-IG9 Mar 2026
- 2026A Distributed Multi-Modal Sensing Approach for Human Activity Recognition in Real-Time Human-Robot Collaboration2 Feb 2026
- 2025Learning Dexterous Object Handover20 Jun 2025
- 2025Intent-Handover: Grounding Language in Human-Usage Regions for Trustworthy Robot-to-Human Handovers5 Mar 2025
- 2024Stereo Hand-Object Reconstruction for Human-to-Robot Handover10 Dec 2024
- 2024Safety Control of Service Robots with LLMs and Embodied Knowledge Graphs28 May 2024
- 2024ContactHandover: Contact-Guided Robot-to-Human Object Handover1 Apr 2024
- 2024Kinematically Constrained Human-like Bimanual Robot-to-Human Handovers22 Feb 2024
- 2023SynH2R: Synthesizing Hand-Object Motions for Learning Human-to-Robot Handovers9 Nov 2023
- 2023HOH: Markerless Multimodal Human-Object-Human Handover Dataset with Large Object Count1 Oct 2023
12 newest of 27 All 27 (JSON)