[D] Paper Explained - Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust (Full Video Analysis)

[https://youtu.be/WncUlZYpdq4](https://youtu.be/WncUlZYpdq4)

Watermarking the outputs of generative models is usually done as a post-processing step on the model outputs. Tree-Ring Watermarks are applied in the latent space at the beginning of a diffusion process, which makes them nearly undetectable, robust to strong distortions, and only recoverable by the model author. It is a very promising technique with applications potentially beyond watermarking itself.

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OUTLINE:

0:00 - Introduction & Overview

1:30 - Why Watermarking?

4:20 - Diffusion Models Recap

13:40 - Inverting …

applications author beyond diffusion generative generative models machinelearning post-processing process processing ring space tree