PixInWav: Residual Steganography for Hiding Pixels in Audio
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Abstract (arXiv)
Steganography comprises the mechanics of hiding data in a host media that may be publicly available. While previous works focused on unimodal setups (e.g., hiding images in images, or hiding audio in audio), PixInWav targets the multimodal case of hiding images in audio. To this end, we propose a novel residual architecture operating on top of short-time discrete cosine transform (STDCT) audio spectrograms. Among our results, we find that the residual audio steganography setup we propose allows independent encoding of the hidden image from the host audio without compromising quality. Accordingly, while previous works require both host and hidden signals to hide a signal, PixInWav can encode images offline -- which can be later hidden, in a residual fashion, into any audio signal. Finally, we test our scheme in a lab setting to transmit images over airwaves from a loudspeaker to a microphone verifying our theoretical insights and obtaining promising results.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 17 Jun 2021.
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Citing papers per year: 2022: 1; 2023: 1; 2024: 1; 2025: 1; 2026: 1.
5 papers.
- 2022StegaNeRF: Embedding Invisible Information within Neural Radiance Fieldscited by 32
- 2023Towards Robust Image-in-Audio Deep Steganographycited by 2
- 2025WavInWav: Time-domain Speech Hiding via Invertible Neural Networkcited by 1
- 2024Evo* 2023 -- Late-Breaking Abstracts Volumecited by 0
- 2026A Training-Free Proactive Defense Against Partial Speech Manipulation via Self-Embedding Steganographycited by 0
- 2026A Training-Free Proactive Defense Against Partial Speech Manipulation via Self-Embedding Steganography26 Aug 2026
- 2025WavInWav: Time-domain Speech Hiding via Invertible Neural Network3 Oct 2025
- 2024Evo* 2023 -- Late-Breaking Abstracts Volume20 Mar 2024
- 2023Towards Robust Image-in-Audio Deep Steganography9 Mar 2023
- 2022StegaNeRF: Embedding Invisible Information within Neural Radiance Fields3 Dec 2022