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Transfer learning enhanced vision-based human activity recognition: a decade-long analysis
The discovery of several machine learning and deep learning techniques has paved the
way to extend the reach of humans in various real-world applications. Classical machine …
way to extend the reach of humans in various real-world applications. Classical machine …
Cross-domain wifi sensing with channel state information: A survey
The past years have witnessed the rapid conceptualization and development of wireless
sensing based on Channel State Information (CSI) with commodity WiFi devices. Recent …
sensing based on Channel State Information (CSI) with commodity WiFi devices. Recent …
Transfer learning and its extensive appositeness in human activity recognition: A survey
In this competitive world, the supervision and monitoring of human resources are primary
and necessary tasks to drive context-aware applications. Advancement in sensor and …
and necessary tasks to drive context-aware applications. Advancement in sensor and …
WiFi-based cross-domain gesture recognition via modified prototypical networks
X Zhang, C Tang, K Yin, Q Ni - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Numerous deep learning studies have achieved remarkable advances in WiFi-based
human gesture recognition (HGR) using channel state information (CSI). However, since the …
human gesture recognition (HGR) using channel state information (CSI). However, since the …
MetaGanFi: Cross-domain unseen individual identification using WiFi signals
Human has an unique gait and prior works show increasing potentials in using WiFi signals
to capture the unique signature of individuals' gait. However, existing WiFi-based human …
to capture the unique signature of individuals' gait. However, existing WiFi-based human …
Sharp: Environment and person independent activity recognition with commodity ieee 802.11 access points
In this article we present SHARP, an original approach for obtaining human activity
recognition (HAR) through the use of commercial IEEE 802.11 (Wi-Fi) devices. SHARP …
recognition (HAR) through the use of commercial IEEE 802.11 (Wi-Fi) devices. SHARP …
SecureSense: Defending adversarial attack for secure device-free human activity recognition
Deep neural networks have empowered accurate device-free human activity recognition,
which has wide applications. Deep models can extract robust features from various sensors …
which has wide applications. Deep models can extract robust features from various sensors …
Imgfi: A high accuracy and lightweight human activity recognition framework using csi image
C Zhang, W Jiao - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Although human activity recognition (HAR) based on WiFi channel state information (CSI)
has been widely studied, as the CSI signal is susceptible to the external environment, a …
has been widely studied, as the CSI signal is susceptible to the external environment, a …
[PDF][PDF] Machine Learning-Assisted Sensing Techniques for Integrated Communications and Sensing in WLANs: Current Status and Future Directions.
Sensing is a key basis for building an intelligent environment. Using channel state
information (CSI) from the IEEE 802.11 physical layer in the wireless local access networks …
information (CSI) from the IEEE 802.11 physical layer in the wireless local access networks …
CSI-based location-independent human activity recognition using feature fusion
Y Zhang, Q Liu, Y Wang, G Yu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Channel state information (CSI)-based human activity recognition (HAR) has important
application prospects, such as smart homes, medical monitoring, and public security. Due to …
application prospects, such as smart homes, medical monitoring, and public security. Due to …