| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| VCTK, LibriSpeech, and LJSpeech (test) | TimbreWM | Accuracy (ACC)100 | 36 | 1mo ago | |
| Freischuetz | WavMark | Survivability100 | 16 | 4mo ago | |
| AIR | AudioSeal | Survivability100 | 16 | 4mo ago | |
| Gustavosta Stable-Diffusion-Prompts (test) | SERUM | Average Robustness99.78 | 15 | 4mo ago | |
| Qwen1.5-MoE (test) | PathMark | Watermark Success Rate (WSR)100 | 12 | 18d ago | |
| Advanced Attacks Embedding Attack | Stable Signature | TPR @ 1e-6 FPR100 | 12 | 3mo ago | |
| Advanced Attacks Diffusion Regeneration | Gaussian Shading | TPR @ 1e-6 FPR98 | 12 | 3mo ago | |
| Advanced Attacks VAE2 Compression | Gaussian Shading | TPR @ 1e-6 FPR98 | 12 | 3mo ago | |
| Advanced Attacks VAE1 Compression | Gaussian Shading | TPR @ 10^-6 FPR100 | 12 | 3mo ago | |
| Qwen1.5-MoE | PathMark | WSR100 | 8 | 18d ago | |
| DALL-E 3 | StegaStamp | Robustness: Brightness100 | 7 | 4mo ago | |
| DiffusionDB | StegaStamp | Brightness Robustness100 | 7 | 4mo ago | |
| COCO (val) | G-VS | Capacity212.2 | 6 | 2mo ago | |
| C4 | HeRo¹ | B.Acc (REP 0.05)94.9 | 5 | 18d ago | |
| C4 | MajorMark+ | Perplexity (PPL)5.19 | 4 | 2mo ago | |
| GIFfaces (test) | GIFGuard | BER (Identity)0.0023 | 4 | 2mo ago | |
| Benign and Malicious Prompts | Untarget | Bit Accuracy97.1 | 4 | 4mo ago | |
| ModelScope | VideoShield | Robustness (Gauss Attack I)1 | 4 | 4mo ago | |
| SVD-XT | VideoSeal | Robustness (Gauss Noise) - Cat I0.972 | 4 | 4mo ago | |
| TinyImageNet (test) | SEW-Pre | Dehydra CDA52.75 | 2 | 4mo ago | |
| CIFAR-100 (test) | SEW-Pre | Dehydra CDA74.4 | 2 | 4mo ago |