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most citedWiFi-Diffusion: Achieving Fine-Grained WiFi Radio Map Estimation With Ultra-Low Sampling Rate by Diffusion Models

22 citations · 22 across the 8 of their papers we have counts for

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6 papers · 1 filter

eess.SP2026

Diffusion Models for Radio Map Estimation: Theoretical Performance Analysis and Sampling Rate Guideline

Zhiyuan Liu, Qingyu Liu, Shuhang Zhang +2

Radio maps, which characterize the spatial distribution of radio frequency metrics, such as the received signal strength, are essential for a wide range of wireless applications. T…

eess.SP2026

RIS-Aided Wireless Amodal Sensing for Single-View 3D Reconstruction

Yuhan Wang, Haobo Zhang, Qingyu Liu +2

Amodal sensing is critical for various real-world sensing applications because it can recover the complete shapes of partially occluded objects in complex environments. Among vario…

eess.SP2025

RadioPiT: Radio Map Generation with Pixel Transformer Driven by Ultra-Sparse Real-World Data

Zeyao Sun, Bohao Fan, Qingyu Liu +2

As wireless communication networks rapidly evolve, spectrum resources are increasingly scarce, making effective spectrum management critically important. Radio map is a spatial rep…

eess.SP2025

A Fine-Grained 3D Radio Map Construction Paradigm with Ultra-Low Sampling Rates by Large Generative Models

Zhiyuan Liu, Qingyu Liu, Shuhang Zhang +2

A radio map captures the spatial distribution of wireless channel parameters, such as the strength of the signal received, across a geographic area. The problem of fine-grained thr…

eess.SP2025★ 22 cited

WiFi-Diffusion: Achieving Fine-Grained WiFi Radio Map Estimation With Ultra-Low Sampling Rate by Diffusion Models

Zhiyuan Liu, Shuhang Zhang, Qingyu Liu +2

Fine-grained radio map presents communication parameters of interest, e.g., received signal strength, at every point across a large geographical region. It can be leveraged to impr…

eess.SP2025

Simultaneous Beamforming and Anti-Jamming With Intelligent Omni-Surfaces

Yuhan Wang, Shuhao Zeng, Qingyu Liu +2

Wireless transmission is vulnerable to malicious jamming attacks due to the openness of wireless channels, posing a severe threat to wireless communications. Current anti-jamming s…