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We revisit millimeter-wave (mmWave) human pose estimation (HPE) from a signal preprocessing perspective. A single mmWave frame provides structured dimensions that map directly to human geometry and motion: range, angle, and Doppler,…

人机交互 · 计算机科学 2026-03-10 Shuntian Zheng , Jiaqi Li , Minzhe Ni , Xiaoman Lu , Yu Guan

Millimeter-wave (mmWave) radar enables privacy-preserving, illumination-invariant Human Pose Estimation (HPE). However, current mmWave-based HPE systems face a signal-noise dilemma: Heatmaps retain human reflections but embed environmental…

人机交互 · 计算机科学 2026-01-14 Shuntian Zheng , Jiaqi Li , Guangming Wang , Minzhe Ni , Arnad Palit , Giovanni Montana , Yu Guan

This paper introduces a novel human pose estimation benchmark, Human Pose with Millimeter Wave Radar (HuPR), that includes synchronized vision and radio signal components. This dataset is created using cross-calibrated mmWave radar sensors…

计算机视觉与模式识别 · 计算机科学 2022-10-25 Shih-Po Lee , Niraj Prakash Kini , Wen-Hsiao Peng , Ching-Wen Ma , Jenq-Neng Hwang

Millimeter-Wave (mmWave) radar can enable high-resolution human pose estimation with low cost and computational requirements. However, mmWave data point cloud, the primary input to processing algorithms, is highly sparse and carries…

图像与视频处理 · 电气工程与系统科学 2022-05-03 Sizhe An , Umit Y. Ogras

Human pose estimation (HPE) from Radio Frequency vision (RF-vision) performs human sensing using RF signals that penetrate obstacles without revealing privacy (e.g., facial information). Recently, mmWave radar has emerged as a promising…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Junqiao Fan , Jianfei Yang , Yuecong Xu , Lihua Xie

Millimetre-wave (mmWave) radar offers a more privacy-preserving alternative to RGB-based human pose estimation. However, existing methods typically rely on pre-extracted intermediate representations such as sparse point clouds or…

计算机视觉与模式识别 · 计算机科学 2026-05-04 Xijia Wei , Yuan Fang , Kevin Chetty , Youngjun Cho , Nadia Bianchi-Berthouze

Current millimeter-wave (mmWave) datasets for human pose estimation (HPE) are scarce and lack diversity in both point cloud (PC) attributes and human poses, hindering the generalization ability of their trained models. On the other hand,…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Zhuoxuan Peng , Boan Zhu , Xingjian Zhang , Wenying Li , S. -H. Gary Chan

Millimeter wave (mmWave) radar is a non-intrusive privacy and relatively convenient and inexpensive device, which has been demonstrated to be applicable in place of RGB cameras in human indoor pose estimation tasks. However, mmWave radar…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Bing Zhu , Zixin He , Weiyi Xiong , Guanhua Ding , Tao Huang , Wei Xiang

Millimeter-wave radar offers a privacy-preserving and lighting-invariant alternative to RGB sensors for Human Pose Estimation (HPE) task. However, the radar signals are often sparse due to specular reflection, making the extraction of…

计算机视觉与模式识别 · 计算机科学 2025-12-24 Niraj Prakash Kini , Shiau-Rung Tsai , Guan-Hsun Lin , Wen-Hsiao Peng , Ching-Wen Ma , Jenq-Neng Hwang

The ability to estimate 3D human body pose and movement, also known as human pose estimation (HPE), enables many applications for home-based health monitoring, such as remote rehabilitation training. Several possible solutions have emerged…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Sizhe An , Yin Li , Umit Ogras

In this letter, a cooperative sensing framework based on millimeter wave (mmWave) communication systems is proposed to detect tiny motions with a millimeter-level resolution. Particularly, the cooperative sensing framework is facilitated…

系统与控制 · 电气工程与系统科学 2023-11-06 Chao Yu , Yan Luo , Renqi Chen , Rui Wang

In industrial countries, adults spend a considerable amount of time sedentary each day at work, driving and during activities of daily living. Characterizing the seated upper body human poses using mmWave radars is an important, yet…

计算机视觉与模式识别 · 计算机科学 2024-07-03 Bo Zhang , Zimeng Zhou , Boyu Jiang , Rong Zheng

Motion tracking systems based on optical sensors typically often suffer from issues, such as poor lighting conditions, occlusion, limited coverage, and may raise privacy concerns. More recently, radio frequency (RF)-based approaches using…

计算机视觉与模式识别 · 计算机科学 2022-01-13 Chong Tang , Wenda Li , Shelly Vishwakarma , Fangzhan Shi , Simon Julier , Kevin Chetty

In this paper we presented mmPose-NLP, a novel Natural Language Processing (NLP) inspired Sequence-to-Sequence (Seq2Seq) skeletal key-point estimator using millimeter-wave (mmWave) radar data. To the best of the author's knowledge, this is…

信号处理 · 电气工程与系统科学 2021-07-23 Arindam Sengupta , Siyang Cao

In this paper, mm-Pose, a novel approach to detect and track human skeletons in real-time using an mmWave radar, is proposed. To the best of the authors' knowledge, this is the first method to detect >15 distinct skeletal joints using…

信号处理 · 电气工程与系统科学 2020-05-05 Arindam Sengupta , Feng Jin , Renyuan Zhang , Siyang Cao

In this work, we investigate the use of backscattered mm-wave radio signals for the joint tracking and recognition of identities of humans as they move within indoor environments. We build a system that effectively works with multiple…

信号处理 · 电气工程与系统科学 2021-02-19 Jacopo Pegoraro , Francesca Meneghello , Michele Rossi

Body shape and circumferences are clinically informative biomarkers for risk stratification, including measures such as waist to hip ratio, limb and trunk girths, yet conventional tools such as manual tape measures and optical scanners…

计算机视觉与模式识别 · 计算机科学 2026-05-25 Miriam Senne , Benjamin D. Killeen , Christoph Baur , Nassir Navab , Azade Farshad

Human activity recognition (HAR) is essential in healthcare, elder care, security, and human-computer interaction. The use of precise sensor data to identify activities passively and continuously makes HAR accessible and ubiquitous.…

人机交互 · 计算机科学 2024-08-01 Argha Sen , Anirban Das , Swadhin Pradhan , Sandip Chakraborty

Human gesture recognition using millimeter-wave (mmWave) signals provides attractive applications including smart home and in-car interfaces. While existing works achieve promising performance under controlled settings, practical…

计算机视觉与模式识别 · 计算机科学 2022-10-11 Yadong Li , Dongheng Zhang , Jinbo Chen , Jinwei Wan , Dong Zhang , Yang Hu , Qibin Sun , Yan Chen

We propose a sparse and privacy-enhanced representation for Human Pose Estimation (HPE). Given a perspective camera, we use a proprietary motion vector sensor(MVS) to extract an edge image and a two-directional motion vector image at each…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Ting-Ying Lin , Lin-Yung Hsieh , Fu-En Wang , Wen-Shen Wuen , Min Sun
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