Search Results for author: Julian Strohmayer

Found 3 papers, 0 papers with code

Through-Wall Imaging based on WiFi Channel State Information

no code implementations30 Jan 2024 Julian Strohmayer, Rafael Sterzinger, Christian Stippel, Martin Kampel

This work presents a seminal approach for synthesizing images from WiFi Channel State Information (CSI) in through-wall scenarios.

Activity Recognition

Directional Antenna Systems for Long-Range Through-Wall Human Activity Recognition

no code implementations1 Jan 2024 Julian Strohmayer, Martin Kampel

For the core NLOS activity recognition problem, the biquad antenna and PIFA-based systems achieve accuracies of 92. 0$\pm$3. 5 and 86. 8$\pm$4. 7, respectively, demonstrating the feasibility of long-range through-wall HAR with the proposed systems.

Human Activity Recognition

Data Augmentation Techniques for Cross-Domain WiFi CSI-based Human Activity Recognition

no code implementations1 Jan 2024 Julian Strohmayer, Martin Kampel

To address this issue, in this work, data augmentation techniques commonly used in image-based learning are applied to WiFi CSI to investigate their effects on model generalization performance in cross-scenario and cross-system settings.

Data Augmentation Human Activity Recognition +1

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