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| # | Paper | Highlights | Access |
|---|-------|------------|--------|
| 3 | Khan, R., & Kim, J. (2023). Robust perceptual watermarking for live‑stream integrity. Proceedings of CVPR 2023, 11234‑11244. | • Real‑time embedding of imperceptible watermarks.
• Evaluated on 1080p/4K streams with ≤ 5 ms latency overhead. | arXiv pre‑print (arXiv:2303.04567) |
| 4 | Patel, A., & Sun, Y. (2020). Deep‑fake detection in continuous broadcast feeds. IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP), 8421‑8425. | • Multi‑modal (audio‑visual) CNN‑RNN model that flags suspicious frames within seconds. | IEEE Xplore |
| 5 | Gomez, L., & Zhou, M. (2022). Blockchain‑based provenance for live video streams. Journal of Network and Computer Applications, 191, 103165. | • Decentralized ledger to store cryptographic hashes of keyframes.
• Guarantees immutable proof of “what was broadcast”. | ScienceDirect |