Watermark Forgery Detection on Stable-Diffusion-Prompts 1,000 samples (test)
1G-CosGeometric Distortion Detection (Proposed)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SDXL, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.997 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SDXL, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.998 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SDXL, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.997 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SDXL, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.998 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SDXL, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.995 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SDXL, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.988 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=PixArt-Σ, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.992 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=PixArt-Σ, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.981 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=PixArt-Σ, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.953 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=PixArt-Σ, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.998 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=PixArt-Σ, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.995 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=PixArt-Σ, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.875 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=FLUX, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.993 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=FLUX, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.996 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=FLUX, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.988 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=FLUX, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.999 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=FLUX, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 1 | 1 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=FLUX, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.994 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD3, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 1 | 1 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD3, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.996 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD3, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.988 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD3, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.999 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD3, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.922 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD2.1, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.989 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD2.1, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.997 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD2.1, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.999 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD2.1, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.985 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD2.1, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.999 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD2.1, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.993 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SDXL, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.991 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SDXL, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.994 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SDXL, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.992 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SDXL, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.997 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SDXL, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.985 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SDXL, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.977 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=PixArt-Σ, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.99 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=PixArt-Σ, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.984 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=PixArt-Σ, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.927 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=PixArt-Σ, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 1 | 0.994 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=PixArt-Σ, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.988 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=PixArt-Σ, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 1 | 0.847 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=FLUX, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 0.999 | 0.994 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=FLUX, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 0.999 | 0.993 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=FLUX, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 0.998 | 1 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=FLUX, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 0.997 | 0.995 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=FLUX, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 0.997 | 0.998 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD2.1, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 0.983 | 0.966 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD2.1, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 0.982 | 0.968 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD3, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 0.981 | 0.982 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD2.1, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 0.975 | 0.948 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD2.1, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 0.974 | 0.964 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD2.1, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 0.958 | 0.933 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD2.1, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 0.955 | 0.929 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD3, Watermarking Method=TAG, Watermarking Domain=Bitstream-level2026.06 | 0.944 | 0.804 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD3, Watermarking Method=TR, Watermarking Domain=Frequency-domain2026.06 | 0.943 | 1 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD3, Watermarking Method=HSQR, Watermarking Domain=Frequency-domain2026.06 | 0.939 | 0.919 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD3, Watermarking Method=GS, Watermarking Domain=Bitstream-level2026.06 | 0.933 | 0.993 | |
| Geometric Distortion Detection (Proposed)Proxy=SD2.1, Target=SD3, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 0.923 | 0.832 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=SD3, Watermarking Method=RingID, Watermarking Domain=Frequency-domain2026.06 | 0.919 | 0.832 | |
| Geometric Distortion Detection (Proposed)Proxy=SD3, Target=FLUX, Watermarking Method=HSTR, Watermarking Domain=Frequency-domain2026.06 | 0.911 | 0.88 |