Robotic Vision for Human-Robot Interaction and Collaboration: A Survey and Systematic Review
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Abstract (arXiv)
Robotic vision for human-robot interaction and collaboration is a critical process for robots to collect and interpret detailed information related to human actions, goals, and preferences, enabling robots to provide more useful services to people. This survey and systematic review presents a comprehensive analysis on robotic vision in human-robot interaction and collaboration over the last 10 years. From a detailed search of 3850 articles, systematic extraction and evaluation was used to identify and explore 310 papers in depth. These papers described robots with some level of autonomy using robotic vision for locomotion, manipulation and/or visual communication to collaborate or interact with people. This paper provides an in-depth analysis of current trends, common domains, methods and procedures, technical processes, data sets and models, experimental testing, sample populations, performance metrics and future challenges. This manuscript found that robotic vision was often used in action and gesture recognition, robot movement in human spaces, object handover and collaborative actions, social communication and learning from demonstration. Few high-impact and novel techniques from the computer vision field had been translated into human-robot interaction and collaboration. Overall, notable advancements have been made on how to develop and deploy robots to assist people.
Key facts. Cited by 25 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Jul 2023.
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Citing papers per year: 2023: 2; 2024: 2; 2025: 11; 2026: 10.
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- 2025Towards Robust and Secure Embodied AI: A Survey on Vulnerabilities and Attackscited by 34
- 2025Ultralytics YOLO Evolution: An Overview of YOLO27, YOLO26, YOLO11, YOLOv8, and YOLOv5 Object Detectors for Computer Vision and Pattern Recognitioncited by 18
- 2023HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTscited by 12
- 2026XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compressioncited by 7
- 2025USER-VLM 360: Personalized Vision Language Models with User-aware Tuning for Social Human-Robot Interactionscited by 6
- 2023Perception for Humanoid Robotscited by 5
- 2024XBG: End-to-end Imitation Learning for Autonomous Behaviour in Human-Robot Interaction and Collaborationcited by 4
- 2025HRIBench: Benchmarking Vision-Language Models for Real-Time Human Perception in Human-Robot Interactioncited by 4
- 2026Gesturing Toward Abstraction: Multimodal Convention Formation in Collaborative Physical Taskscited by 4
- 2025Contrastive Learning from Exploratory Actions: Leveraging Natural Interactions for Preference Elicitationcited by 3
- 2024Target-Oriented Object Grasping via Multimodal Human Guidancecited by 2
- 2025COMIX: Compositional Explanations using Prototypescited by 1
13 more
- 2025Dynamic Scene Understanding from Vision-Language Representationscited by 1
- 2025SPKLIP: Aligning Spike Video Streams with Natural Languagecited by 1
- 2025DiG-Net: Enhancing Human-Robot Interaction through Hyper-Range Dynamic Gesture Recognition in Assistive Roboticscited by 0
- 2025Uncertainty Aware-Predictive Control Barrier Functions: Safer Human Robot Interaction through Probabilistic Motion Forecastingcited by 0
- 2025Large-FOV RGBD Imaging via Structured PSF Coding in a Bio-inspired Monocentric Systemcited by 0
- 2026M2I2HA: Multi-modal Object Detection Based on Intra- and Inter-Modal Hypergraph Attentioncited by 0
- 2026XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compressioncited by 0
- 2026Improving through Interaction: Searching Behavioral Representation Spaces with CMA-ES-IGcited by 0
- 2026From Instructions to Assistance: a Dataset Aligning Instruction Manuals with Assembly Videos for Evaluating Multimodal LLMscited by 0
- 2026AnyUser: Translating Sketched User Intent into Domestic Robotscited by 0
- 2026Responsible Personalisation: The Double-Edged Sword of Personalisation in Human-Robot Interactioncited by 0
- 2026Event Burst Trigger: An Availability Backdoor Attack on Event-Based SNN Object Detectioncited by 0
- 2026Time-Reversed Imaging: A Multimodal Benchmark and Framework for Reconstructing Past Human-Environment Interactionscited by 0
- 2026Time-Reversed Imaging: A Multimodal Benchmark and Framework for Reconstructing Past Human-Environment Interactions24 Jul 2026
- 2026Event Burst Trigger: An Availability Backdoor Attack on Event-Based SNN Object Detection10 Jul 2026
- 2026Responsible Personalisation: The Double-Edged Sword of Personalisation in Human-Robot Interaction7 Jul 2026
- 2026AnyUser: Translating Sketched User Intent into Domestic Robots6 Apr 2026
- 2026From Instructions to Assistance: a Dataset Aligning Instruction Manuals with Assembly Videos for Evaluating Multimodal LLMs20 Mar 2026
- 2026Improving through Interaction: Searching Behavioral Representation Spaces with CMA-ES-IG9 Mar 2026
- 2026XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compression25 Feb 2026
- 2026Gesturing Toward Abstraction: Multimodal Convention Formation in Collaborative Physical Tasks9 Feb 2026
- 2026M2I2HA: Multi-modal Object Detection Based on Intra- and Inter-Modal Hypergraph Attention21 Jan 2026
- 2026XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compression3 Jan 2026
- 2025Large-FOV RGBD Imaging via Structured PSF Coding in a Bio-inspired Monocentric System29 Oct 2025
- 2025Ultralytics YOLO Evolution: An Overview of YOLO27, YOLO26, YOLO11, YOLOv8, and YOLOv5 Object Detectors for Computer Vision and Pattern Recognition6 Oct 2025
13 more
- 2025Uncertainty Aware-Predictive Control Barrier Functions: Safer Human Robot Interaction through Probabilistic Motion Forecasting28 Aug 2025
- 2025HRIBench: Benchmarking Vision-Language Models for Real-Time Human Perception in Human-Robot Interaction25 Jun 2025
- 2025DiG-Net: Enhancing Human-Robot Interaction through Hyper-Range Dynamic Gesture Recognition in Assistive Robotics30 May 2025
- 2025SPKLIP: Aligning Spike Video Streams with Natural Language19 May 2025
- 2025Towards Robust and Secure Embodied AI: A Survey on Vulnerabilities and Attacks18 Feb 2025
- 2025USER-VLM 360: Personalized Vision Language Models with User-aware Tuning for Social Human-Robot Interactions15 Feb 2025
- 2025Dynamic Scene Understanding from Vision-Language Representations20 Jan 2025
- 2025COMIX: Compositional Explanations using Prototypes10 Jan 2025
- 2025Contrastive Learning from Exploratory Actions: Leveraging Natural Interactions for Preference Elicitation2 Jan 2025
- 2024Target-Oriented Object Grasping via Multimodal Human Guidance20 Aug 2024
- 2024XBG: End-to-end Imitation Learning for Autonomous Behaviour in Human-Robot Interaction and Collaboration22 Jun 2024
- 2023HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTs28 Sep 2023
- 2023Perception for Humanoid Robots27 Sep 2023
- 2025USER-VLM 360: Personalized Vision Language Models with User-aware Tuning for Social Human-Robot Interactionscited by 6
- 2025HRIBench: Benchmarking Vision-Language Models for Real-Time Human Perception in Human-Robot Interactioncited by 4
- 2026From Instructions to Assistance: a Dataset Aligning Instruction Manuals with Assembly Videos for Evaluating Multimodal LLMscited by 0
- 2026From Instructions to Assistance: a Dataset Aligning Instruction Manuals with Assembly Videos for Evaluating Multimodal LLMs20 Mar 2026
- 2025HRIBench: Benchmarking Vision-Language Models for Real-Time Human Perception in Human-Robot Interaction25 Jun 2025
- 2025USER-VLM 360: Personalized Vision Language Models with User-aware Tuning for Social Human-Robot Interactions15 Feb 2025
- 2025Towards Robust and Secure Embodied AI: A Survey on Vulnerabilities and Attackscited by 34
- 2025Ultralytics YOLO Evolution: An Overview of YOLO27, YOLO26, YOLO11, YOLOv8, and YOLOv5 Object Detectors for Computer Vision and Pattern Recognitioncited by 18
- 2023HOI4ABOT: Human-Object Interaction Anticipation for Human Intention Reading Collaborative roBOTscited by 12
- 2023Perception for Humanoid Robotscited by 5
- 2026Gesturing Toward Abstraction: Multimodal Convention Formation in Collaborative Physical Taskscited by 4
- 2025Contrastive Learning from Exploratory Actions: Leveraging Natural Interactions for Preference Elicitationcited by 3
- 2024Target-Oriented Object Grasping via Multimodal Human Guidancecited by 2
- 2025COMIX: Compositional Explanations using Prototypescited by 1
- 2025Dynamic Scene Understanding from Vision-Language Representationscited by 1
- 2025SPKLIP: Aligning Spike Video Streams with Natural Languagecited by 1
- 2025DiG-Net: Enhancing Human-Robot Interaction through Hyper-Range Dynamic Gesture Recognition in Assistive Roboticscited by 0
- 2025Uncertainty Aware-Predictive Control Barrier Functions: Safer Human Robot Interaction through Probabilistic Motion Forecastingcited by 0
12 most cited of 19 All 19 (JSON)
- 2026Time-Reversed Imaging: A Multimodal Benchmark and Framework for Reconstructing Past Human-Environment Interactions24 Jul 2026
- 2026Event Burst Trigger: An Availability Backdoor Attack on Event-Based SNN Object Detection10 Jul 2026
- 2026Responsible Personalisation: The Double-Edged Sword of Personalisation in Human-Robot Interaction7 Jul 2026
- 2026AnyUser: Translating Sketched User Intent into Domestic Robots6 Apr 2026
- 2026Improving through Interaction: Searching Behavioral Representation Spaces with CMA-ES-IG9 Mar 2026
- 2026Gesturing Toward Abstraction: Multimodal Convention Formation in Collaborative Physical Tasks9 Feb 2026
- 2026M2I2HA: Multi-modal Object Detection Based on Intra- and Inter-Modal Hypergraph Attention21 Jan 2026
- 2025Large-FOV RGBD Imaging via Structured PSF Coding in a Bio-inspired Monocentric System29 Oct 2025
- 2025Ultralytics YOLO Evolution: An Overview of YOLO27, YOLO26, YOLO11, YOLOv8, and YOLOv5 Object Detectors for Computer Vision and Pattern Recognition6 Oct 2025
- 2025Uncertainty Aware-Predictive Control Barrier Functions: Safer Human Robot Interaction through Probabilistic Motion Forecasting28 Aug 2025
- 2025DiG-Net: Enhancing Human-Robot Interaction through Hyper-Range Dynamic Gesture Recognition in Assistive Robotics30 May 2025
- 2025SPKLIP: Aligning Spike Video Streams with Natural Language19 May 2025
12 newest of 19 All 19 (JSON)
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- 2025CoRI: Communication of Robot Intent for Physical Human-Robot Interaction ↗
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- 2025An Anatomy of Vision-Language-Action Models: From Modules to Milestones and Challenges
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