A Survey of mmWave-based Human Sensing: Technology, Platform and Applications
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Abstract (arXiv)
With the rapid development of the Internet of Things (IoT) and the rise of 5G communication networks and automatic driving, millimeter wave (mmWave) sensing is emerging and starts impacting our life and workspace. mmWave sensing can sense humans and objects in a contactless way, providing fine-grained sensing ability. In the past few years, many mmWave sensing techniques have been proposed and applied in various human sensing applications (e.g., human localization, gesture recognition, and vital monitoring). We discover the need of a comprehensive survey to summarize the technology, platforms and applications of mmWave-based human sensing. In this survey, we first present the mmWave hardware platforms and some key techniques of mmWave sensing. We then provide a comprehensive review of existing mmWave-based human sensing works. Specifically, we divide existing works into four categories according to the sensing granularity: human tracking and localization, motion recognition, biometric measurement and human imaging. Finally, we discuss the potential research challenges and present future directions in this area.
Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Aug 2023.
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Citing papers per year: 2023: 1; 2024: 6; 2025: 10; 2026: 2.
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- 2024Diffusion Model is a Good Pose Estimator from 3D RF-Visioncited by 21
- 2024Radar and Camera Fusion for Object Detection and Tracking: A Comprehensive Surveycited by 9
- 2025A Survey on Wi-Fi Sensing Generalizability: Taxonomy, Techniques, Datasets, and Future Research Prospectscited by 9
- 2025M4Human: A Large-Scale Multimodal mmWave Radar Benchmark for Human Mesh Reconstructioncited by 6
- 2024Millimeter Wave Radar-based Human Activity Recognition for Healthcare Monitoring Robotcited by 5
- 2024ProbRadarM3F: mmWave Radar based Human Skeletal Pose Estimation with Probability Map Guided Multi-Format Feature Fusioncited by 4
- 2025mmPred: Radar-based Human Motion Prediction in the Darkcited by 3
- 2024ESP-PCT: Enhanced VR Semantic Performance through Efficient Compression of Temporal and Spatial Redundancies in Point Cloud Transformerscited by 2
- 2025mmExpert: Integrating Large Language Models for Comprehensive mmWave Data Synthesis and Understandingcited by 2
- 2023Radio2Text: Streaming Speech Recognition Using mmWave Radio Signalscited by 1
- 2024mmSpyVR: Exploiting mmWave Radar for Penetrating Obstacles to Uncover Privacy Vulnerability of Virtual Realitycited by 1
- 2025Open-Set Gait Recognition from Sparse mmWave Radar Point Cloudscited by 1
7 more
- 2025mmJoints: Expanding Joint Representations Beyond (x,y,z) in mmWave-Based 3D Pose Estimationcited by 1
- 2026MAEPose: Self-Supervised Spatiotemporal Learning for Human Pose Estimation on mmWave Videocited by 1
- 2025XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edgecited by 0
- 2025RARR : Robust Real-World Activity Recognition with Vibration by Scavenging Near-Surface Audio Onlinecited by 0
- 2025Refined Bayesian Optimization for Efficient Beam Alignment in Intelligent Indoor Wireless Environmentscited by 0
- 2025Exploring Spatial-Temporal Representation via Star Graph for mmWave Radar-based Human Activity Recognitioncited by 0
- 2026mmHRI: Towards Privacy-Preserving Human-Robot Interaction with Millimeter-Wave Radarcited by 0
- 2026mmHRI: Towards Privacy-Preserving Human-Robot Interaction with Millimeter-Wave Radar28 Sep 2026
- 2026MAEPose: Self-Supervised Spatiotemporal Learning for Human Pose Estimation on mmWave Video30 Apr 2026
- 2025M4Human: A Large-Scale Multimodal mmWave Radar Benchmark for Human Mesh Reconstruction13 Dec 2025
- 2025Exploring Spatial-Temporal Representation via Star Graph for mmWave Radar-based Human Activity Recognition12 Dec 2025
- 2025mmPred: Radar-based Human Motion Prediction in the Dark29 Nov 2025
- 2025Refined Bayesian Optimization for Efficient Beam Alignment in Intelligent Indoor Wireless Environments12 Nov 2025
- 2025mmJoints: Expanding Joint Representations Beyond (x,y,z) in mmWave-Based 3D Pose Estimation10 Oct 2025
- 2025mmExpert: Integrating Large Language Models for Comprehensive mmWave Data Synthesis and Understanding20 Sep 2025
- 2025RARR : Robust Real-World Activity Recognition with Vibration by Scavenging Near-Surface Audio Online28 Aug 2025
- 2025XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge28 Jun 2025
- 2025A Survey on Wi-Fi Sensing Generalizability: Taxonomy, Techniques, Datasets, and Future Research Prospects11 Mar 2025
- 2025Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds10 Mar 2025
7 more
- 2024mmSpyVR: Exploiting mmWave Radar for Penetrating Obstacles to Uncover Privacy Vulnerability of Virtual Reality15 Nov 2024
- 2024Radar and Camera Fusion for Object Detection and Tracking: A Comprehensive Survey24 Oct 2024
- 2024ESP-PCT: Enhanced VR Semantic Performance through Efficient Compression of Temporal and Spatial Redundancies in Point Cloud Transformers2 Sep 2024
- 2024ProbRadarM3F: mmWave Radar based Human Skeletal Pose Estimation with Probability Map Guided Multi-Format Feature Fusion8 May 2024
- 2024Millimeter Wave Radar-based Human Activity Recognition for Healthcare Monitoring Robot3 May 2024
- 2024Diffusion Model is a Good Pose Estimator from 3D RF-Vision24 Mar 2024
- 2023Radio2Text: Streaming Speech Recognition Using mmWave Radio Signals16 Aug 2023
- 2024Diffusion Model is a Good Pose Estimator from 3D RF-Visioncited by 21
- 2024Diffusion Model is a Good Pose Estimator from 3D RF-Vision24 Mar 2024
- 2024Radar and Camera Fusion for Object Detection and Tracking: A Comprehensive Surveycited by 9
- 2025A Survey on Wi-Fi Sensing Generalizability: Taxonomy, Techniques, Datasets, and Future Research Prospectscited by 9
- 2025M4Human: A Large-Scale Multimodal mmWave Radar Benchmark for Human Mesh Reconstructioncited by 6
- 2024Millimeter Wave Radar-based Human Activity Recognition for Healthcare Monitoring Robotcited by 5
- 2024ProbRadarM3F: mmWave Radar based Human Skeletal Pose Estimation with Probability Map Guided Multi-Format Feature Fusioncited by 4
- 2025mmPred: Radar-based Human Motion Prediction in the Darkcited by 3
- 2024ESP-PCT: Enhanced VR Semantic Performance through Efficient Compression of Temporal and Spatial Redundancies in Point Cloud Transformerscited by 2
- 2025mmExpert: Integrating Large Language Models for Comprehensive mmWave Data Synthesis and Understandingcited by 2
- 2023Radio2Text: Streaming Speech Recognition Using mmWave Radio Signalscited by 1
- 2024mmSpyVR: Exploiting mmWave Radar for Penetrating Obstacles to Uncover Privacy Vulnerability of Virtual Realitycited by 1
- 2025Open-Set Gait Recognition from Sparse mmWave Radar Point Cloudscited by 1
- 2025mmJoints: Expanding Joint Representations Beyond (x,y,z) in mmWave-Based 3D Pose Estimationcited by 1
12 most cited of 18 All 18 (JSON)
- 2026mmHRI: Towards Privacy-Preserving Human-Robot Interaction with Millimeter-Wave Radar28 Sep 2026
- 2026MAEPose: Self-Supervised Spatiotemporal Learning for Human Pose Estimation on mmWave Video30 Apr 2026
- 2025M4Human: A Large-Scale Multimodal mmWave Radar Benchmark for Human Mesh Reconstruction13 Dec 2025
- 2025Exploring Spatial-Temporal Representation via Star Graph for mmWave Radar-based Human Activity Recognition12 Dec 2025
- 2025mmPred: Radar-based Human Motion Prediction in the Dark29 Nov 2025
- 2025Refined Bayesian Optimization for Efficient Beam Alignment in Intelligent Indoor Wireless Environments12 Nov 2025
- 2025mmJoints: Expanding Joint Representations Beyond (x,y,z) in mmWave-Based 3D Pose Estimation10 Oct 2025
- 2025mmExpert: Integrating Large Language Models for Comprehensive mmWave Data Synthesis and Understanding20 Sep 2025
- 2025RARR : Robust Real-World Activity Recognition with Vibration by Scavenging Near-Surface Audio Online28 Aug 2025
- 2025XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge28 Jun 2025
- 2025A Survey on Wi-Fi Sensing Generalizability: Taxonomy, Techniques, Datasets, and Future Research Prospects11 Mar 2025
- 2025Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds10 Mar 2025
12 newest of 18 All 18 (JSON)