Through-Wall Imaging based on WiFi Channel State Information
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Abstract (arXiv)
This work presents a seminal approach for synthesizing images from WiFi Channel State Information (CSI) in through-wall scenarios. Leveraging the strengths of WiFi, such as cost-effectiveness, illumination invariance, and wall-penetrating capabilities, our approach enables visual monitoring of indoor environments beyond room boundaries and without the need for cameras. More generally, it improves the interpretability of WiFi CSI by unlocking the option to perform image-based downstream tasks, e.g., visual activity recognition. In order to achieve this crossmodal translation from WiFi CSI to images, we rely on a multimodal Variational Autoencoder (VAE) adapted to our problem specifics. We extensively evaluate our proposed methodology through an ablation study on architecture configuration and a quantitative/qualitative assessment of reconstructed images. Our results demonstrate the viability of our method and highlight its potential for practical applications.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 8 of its 23 references that are in the map. First posted on arXiv 30 Jan 2024.
Builds on
8 of 23 references.
References · 8
- 2018Multimodal Generative Models for Scalable Weakly-Supervised Learningcited by 200
- 2019Variational Mixture-of-Experts Autoencoders for Multi-Modal Deep Generative Modelscited by 177
- 2021Generalized Multimodal ELBOcited by 86
- 2023Brain decoding: toward real-time reconstruction of visual perceptioncited by 64
- 2019On a generalization of the Jensen-Shannon divergence and the JS-symmetrization of distances relying on abstract meanscited by 61
- 2022RFMask: A Simple Baseline for Human Silhouette Segmentation with Radio Signalscited by 13
- 2022DensePose From WiFicited by 12
- 2021RFGAN: RF-Based Human Synthesiscited by 4
Built on by
Citing papers per year: 2025: 2; 2026: 2.
4 papers.
- 2026AM-FM: A Foundation Model for Ambient Intelligence Through WiFicited by 4
- 2025High-resolution efficient image generation from WiFi CSI using a pretrained latent diffusion modelcited by 1
- 2025Generative AI Meets Wireless Sensing: Towards Wireless Foundation Modelcited by 1
- 2026Multi-Station WiFi CSI Sensing Framework Robust to Station-wise Feature Missingness and Limited Labeled Datacited by 0
- 2026Multi-Station WiFi CSI Sensing Framework Robust to Station-wise Feature Missingness and Limited Labeled Data12 Mar 2026
- 2026AM-FM: A Foundation Model for Ambient Intelligence Through WiFi4 Feb 2026
- 2025Generative AI Meets Wireless Sensing: Towards Wireless Foundation Model18 Sep 2025
- 2025High-resolution efficient image generation from WiFi CSI using a pretrained latent diffusion model12 Jun 2025