most citedBTS: Bifold Teacher-Student in Semi-Supervised Learning for Indoor Two-Room Presence Detection Under Time-Varying CSI

1 citations · 1 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2023

SALC: Skeleton-Assisted Learning-Based Clustering for Time-Varying Indoor Localization

An-Hung Hsiao, Li-Hsiang Shen, Chen-Yi Chang +2

Wireless indoor localization has attracted significant amount of attention in recent years. Using received signal strength (RSS) obtained from WiFi access points (APs) for establis…

cs.AI2023

Time-Selective RNN for Device-Free Multi-Room Human Presence Detection Using WiFi CSI

Li-Hsiang Shen, An-Hung Hsiao, Fang-Yu Chu +1

Device-free human presence detection is a crucial technology for various applications, including home automation, security, and healthcare. While camera-based systems have traditio…

cs.LG2023

Attention-Enhanced Deep Learning for Device-Free Through-the-Wall Presence Detection Using Indoor WiFi Systems

Li-Hsiang Shen, An-Hung Hsiao, Kuan-I Lu +1

Accurate detection of human presence in indoor environments is important for various applications, such as energy management and security. In this paper, we propose a novel system…

eess.SP2023

Attention-based Learning for Sleep Apnea and Limb Movement Detection using Wi-Fi CSI Signals

Chi-Che Chang, An-Hung Hsiao, Li-Hsiang Shen +2

Wi-Fi channel state information (CSI) has become a promising solution for non-invasive breathing and body motion monitoring during sleep. Sleep disorders of apnea and periodic limb…

eess.SP2023

A New Paradigm for Device-free Indoor Localization: Deep Learning with Error Vector Spectrum in Wi-Fi Systems

Wen Liu, An-Hung Hsiao, Li-Hsiang Shen +1

The demand for device-free indoor localization using commercial Wi-Fi devices has rapidly increased in various fields due to its convenience and versatile applications. However, ra…

cs.AI2022★ 1 cited

BTS: Bifold Teacher-Student in Semi-Supervised Learning for Indoor Two-Room Presence Detection Under Time-Varying CSI

Li-Hsiang Shen, An-Hung Hsiao, Kai-Jui Chen +2

In recent years, indoor human presence detection based on supervised learning (SL) and channel state information (CSI) has attracted much attention. However, existing studies that…

eess.SP2022

CRONOS: Colorization and Contrastive Learning for Device-Free NLoS Human Presence Detection using Wi-Fi CSI

Li-Hsiang Shen, Chia-Che Hsieh, An-Hung Hsiao +1

In recent years, the demand for pervasive smart services and applications has increased rapidly. Device-free human detection through sensors or cameras has been widely adopted, but…