Review of few-shot learning application in CSI human sensing
Z Wang, J Li, W Wang, Z Dong, Q Zhang… - Artificial Intelligence …, 2024 - Springer
Wi-Fi sensing has garnered increasing interest for its significant advantages, primarily
leveraging Wi-Fi signal fluctuations induced by human activities and advanced neural …
leveraging Wi-Fi signal fluctuations induced by human activities and advanced neural …
SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing
Over the recent years, WiFi sensing has been rapidly developed for privacy-preserving,
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
Wi-Fi Sensing Techniques for Human Activity Recognition: Brief Survey, Potential Challenges, and Research Directions
Recent advancements in wireless communication technologies have made Wi-Fi signals
indispensable in both personal and professional settings. The utilization of these signals for …
indispensable in both personal and professional settings. The utilization of these signals for …
Multi-user human activity recognition through adaptive location-independent wifi signal characteristics
In recent years, the remarkable advancement of WiFi sensing technologies has opened new
frontiers in human activity recognition, enabling innovative solutions that transcend …
frontiers in human activity recognition, enabling innovative solutions that transcend …
Tent: Connect language models with iot sensors for zero-shot activity recognition
Recent achievements in language models have showcased their extraordinary capabilities
in bridging visual information with semantic language understanding. This leads us to a …
in bridging visual information with semantic language understanding. This leads us to a …
Generalizing Wireless Cross-Multiple-Factor Gesture Recognition to Unseen Domains
Cross-domain wireless sensing has always been challenging due to the sensitivity of
wireless signals to various environmental factors, which we refer to as subdomains …
wireless signals to various environmental factors, which we refer to as subdomains …
Adapose: Towards cross-site device-free human pose estimation with commodity wifi
WiFi-based pose estimation is a technology with great potential for the development of smart
homes and metaverse avatar generation. However, current WiFi-based pose estimation …
homes and metaverse avatar generation. However, current WiFi-based pose estimation …
P3ID: A Privacy-Preserving Person Identification Framework Towards Multi-Environments Based on Transfer Learning
Concerns surrounding privacy leakages caused by prevalent vision-based person
identifications are countless. A promising privacy-preserving solution is to identify the …
identifications are countless. A promising privacy-preserving solution is to identify the …
KNN-MMD: Cross Domain Wi-Fi Sensing Based on Local Distribution Alignment
As a key technology in Integrated Sensing and Communications (ISAC), Wi-Fi sensing has
gained widespread application in various settings such as homes, offices, and public …
gained widespread application in various settings such as homes, offices, and public …
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network
In recent years, Wi-Fi sensing has garnered significant attention due to its numerous
benefits, such as privacy protection, low cost, and penetration ability. Extensive research has …
benefits, such as privacy protection, low cost, and penetration ability. Extensive research has …