A survey of mmwave radar-based sensing in autonomous vehicles, smart homes and industry

H Kong, C Huang, J Yu, X Shen - … Communications Surveys & …, 2024 - ieeexplore.ieee.org
Sensing technology plays a crucial role in bridging the physical and digital worlds. By
transforming a multitude of physical phenomena into digital data, it significantly enhances …

Crosshar: Generalizing cross-dataset human activity recognition via hierarchical self-supervised pretraining

Z Hong, Z Li, S Zhong, W Lyu, H Wang, Y Ding… - Proceedings of the …, 2024 - dl.acm.org
The increasing availability of low-cost wearable devices and smartphones has significantly
advanced the field of sensor-based human activity recognition (HAR), attracting …

Imugpt 2.0: Language-based cross modality transfer for sensor-based human activity recognition

Z Leng, A Bhattacharjee, H Rajasekhar… - Proceedings of the …, 2024 - dl.acm.org
One of the primary challenges in the field of human activity recognition (HAR) is the lack of
large labeled datasets. This hinders the development of robust and generalizable models …

Rfboost: Understanding and boosting deep wifi sensing via physical data augmentation

W Hou, C Wu - Proceedings of the ACM on Interactive, Mobile …, 2024 - dl.acm.org
Deep learning shows promising performance in wireless sensing. However, deep wireless
sensing (DWS) heavily relies on large datasets. Unfortunately, building comprehensive …

Midas: Generating mmWave radar data from videos for training pervasive and privacy-preserving human sensing tasks

K Deng, D Zhao, Q Han, Z Zhang, S Wang… - Proceedings of the …, 2023 - dl.acm.org
Millimeter wave radar is a promising sensing modality for enabling pervasive and privacy-
preserving human sensing. However, the lack of large-scale radar datasets limits the …

Synthetic smartwatch imu data generation from in-the-wild asl videos

PS Santhalingam, P Pathak, H Rangwala… - Proceedings of the ACM …, 2023 - dl.acm.org
The scarcity of training data available for IMUs in wearables poses a serious challenge for
IMU-based American Sign Language (ASL) recognition. In this paper, we ask the following …

Mites: Design and deployment of a general-purpose sensing infrastructure for buildings

S Boovaraghavan, C Chen, A Maravi… - Proceedings of the …, 2023 - dl.acm.org
There is increasing interest in deploying building-scale, general-purpose, and high-fidelity
sensing to drive emerging smart building applications. However, the real-world deployment …

A Comprehensive Survey of Side-Channel Sound Sensing Methods

Y Chen, J Yu, L Kong, Y Zhu - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
With the rapid developments of Internet of Thing (IoT) technologies, side-channel sound
sensing has become a key research area. Unlike traditional sound sensing methods that …

RF-CM: Cross-modal framework for RF-enabled few-shot human activity recognition

X Wang, T Liu, C Feng, D Fang, X Chen - Proceedings of the ACM on …, 2023 - dl.acm.org
Radio-Frequency (RF) based human activity recognition (HAR) enables many attractive
applications such as smart home, health monitoring, and virtual reality (VR). Among multiple …

Headar: Sensing head gestures for confirmation dialogs on smartwatches with wearable millimeter-wave radar

X Yang, X Wang, G Dong, Z Yan, M Srivastava… - Proceedings of the …, 2023 - dl.acm.org
Nod and shake of one's head are intuitive and universal gestures in communication. As
smartwatches become increasingly intelligent through advances in user activity sensing …