Hyeongjun Choi, Young Eun Kwon, Ji Won Yoon (Korea University)

This paper presents mmProcess, a novel phasebased approach for speech reconstruction using millimeterwave (mmWave) technology, offering an alternative to existing Doppler-based and deep learning-dependent methods. By leveraging the phase variations in mmWave signals, mmProcess enables precise detection of fine vibrations caused by sound, facilitating accurate speech reconstruction without the need for large training datasets, prior knowledge, or complex neural networks. This eliminates the limitations of deep learning approaches, such as degraded performance with unseen languages and the significant time and cost required for system development. mmProcess combines advanced signal processing techniques, including range processing, phase unwrapping, and noise filtering, to transform raw mmWave radar data into high-fidelity speech signals. Experimental evaluations validate the effectiveness of the method, demonstrating its capability to operate in challenging scenarios while maintaining adaptability and cost efficiency.

View More Papers

Defending Against Membership Inference Attacks on Iteratively Pruned Deep...

Jing Shang (Beijing Jiaotong University), Jian Wang (Beijing Jiaotong University), Kailun Wang (Beijing Jiaotong University), Jiqiang Liu (Beijing Jiaotong University), Nan Jiang (Beijing University of Technology), Md Armanuzzaman (Northeastern University), Ziming Zhao (Northeastern University)

Read More

SIGuard: Guarding Secure Inference with Post Data Privacy

Xinqian Wang (RMIT University), Xiaoning Liu (RMIT University), Shangqi Lai (CSIRO Data61), Xun Yi (RMIT University), Xingliang Yuan (University of Melbourne)

Read More

”Who is Trying to Access My Account?” Exploring User...

Tongxin Wei (Nankai University), Ding Wang (Nankai University), Yutong Li (Nankai University), Yuehuan Wang (Nankai University)

Read More

RACONTEUR: A Knowledgeable, Insightful, and Portable LLM-Powered Shell Command...

Jiangyi Deng (Zhejiang University), Xinfeng Li (Zhejiang University), Yanjiao Chen (Zhejiang University), Yijie Bai (Zhejiang University), Haiqin Weng (Ant Group), Yan Liu (Ant Group), Tao Wei (Ant Group), Wenyuan Xu (Zhejiang University)

Read More