activity
20222026
most citedEfficientFi: Towards Large-Scale Lightweight WiFi Sensing via CSI Compression

155 citations · 187 across the 8 of their papers we have counts for

collaborators

8 papers

cs.RO2026

RF-MatID: Dataset and Benchmark for Radio Frequency Material Identification

Xinyan Chen, Qinchun Li, Ruiqin Ma +3

Accurate material identification plays a crucial role in embodied AI systems, enabling a wide range of applications. However, current vision-based solutions are limited by the inhe…

cs.CV2025

Zero-Shot Open-Vocabulary Human Motion Grounding with Test-Time Training

Yunjiao Zhou, Xinyan Chen, Junlang Qian +2

Understanding complex human activities demands the ability to decompose motion into fine-grained, semantic-aligned sub-actions. This motion grounding process is crucial for behavio…

cs.CV2024★ 1 cited

X-Fi: A Modality-Invariant Foundation Model for Multimodal Human Sensing

Xinyan Chen, Jianfei Yang

Human sensing, which employs various sensors and advanced deep learning technologies to accurately capture and interpret human body information, has significantly impacted fields l…

eess.SP2023★ 16 cited

MM-Fi: Multi-Modal Non-Intrusive 4D Human Dataset for Versatile Wireless Sensing

Jianfei Yang, He Huang, Yunjiao Zhou +6

4D human perception plays an essential role in a myriad of applications, such as home automation and metaverse avatar simulation. However, existing solutions which mainly rely on c…

cs.AI2023★ 1 cited

HardSATGEN: Understanding the Difficulty of Hard SAT Formula Generation and A Strong Structure-Hardness-Aware Baseline

Yang Li, Xinyan Chen, Wenxuan Guo +6

Industrial SAT formula generation is a critical yet challenging task. Existing SAT generation approaches can hardly simultaneously capture the global structural properties and main…

cs.LG2022★ 7 cited

SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human Sensing

Jianfei Yang, Xinyan Chen, Dazhuo Wang +4

WiFi sensing has been evolving rapidly in recent years. Empowered by propagation models and deep learning methods, many challenging applications are realized such as WiFi-based hum…

cs.NI2022★ 7 cited

AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised Learning

Jianfei Yang, Xinyan Chen, Han Zou +2

WiFi sensing technology has shown superiority in smart homes among various sensors for its cost-effective and privacy-preserving merits. It is empowered by Channel State Informatio…

cs.NI2022★ 155 cited

EfficientFi: Towards Large-Scale Lightweight WiFi Sensing via CSI Compression

Jianfei Yang, Xinyan Chen, Han Zou +3

WiFi technology has been applied to various places due to the increasing requirement of high-speed Internet access. Recently, besides network services, WiFi sensing is appealing in…