mlsanityData to 14 Oct 2026

LenslessMic: Audio Encryption and Authentication via Lensless Computational Imaging

arXiv 2509.16418 ↗First posted 19 Sep 2025cs.CR cs.AI cs.CVcited by 0

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Abstract (arXiv)

With society's increasing reliance on digital data sharing, the protection of sensitive information has become critical. Encryption serves as one of the privacy-preserving methods; however, its realization in the audio domain predominantly relies on signal processing or software methods embedded into hardware. In this paper, we introduce LenslessMic, a hybrid optical hardware-based encryption method that utilizes a lensless camera as a physical layer of security applicable to multiple types of audio. We show that LenslessMic enables (1) robust authentication of audio recordings and (2) encryption strength that can rival the search space of 256-bit digital standards, while maintaining high-quality signals and minimal loss of content information. The approach is validated with a low-cost Raspberry Pi prototype and is open-sourced together with datasets to facilitate research in the area.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 12 of its 28 references that are in the map. First posted on arXiv 19 Sep 2025.

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12 of 28 references.

References · 12

  1. 2021SoundStream: An End-to-End Neural Audio Codeccited by 771
  2. 2020Plug-and-Play Image Restoration with Deep Denoiser Priorcited by 470
  3. 2023High-Fidelity Audio Compression with Improved RVQGANcited by 431
  4. 2022UTMOS: UTokyo-SaruLab System for VoiceMOS Challenge 2022cited by 390
  5. 2024Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language Modelcited by 72
  6. 2023The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language Evaluationcited by 68
  7. 2017DiffuserCam: Lensless Single-exposure 3D Imagingcited by 51
  8. 2019Learned reconstructions for practical mask-based lensless imagingcited by 31
  9. 2020FlatNet: Towards Photorealistic Scene Reconstruction from Lensless Measurementscited by 26
  10. 2023OpEnCam: Lensless Optical Encryption Cameracited by 6
  11. 2025Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstructioncited by 4
  12. 2025Encryption and Authentication with a Lensless Camera Based on a Programmable Maskcited by 1

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