no code implementations • 30 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.
no code implementations • 1 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.
no code implementations • 1 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.