Watermark Removal on CelebA-HQ LoRA, w/o te
0.2696CLIP-T ScoreDiffusion
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DiffusionWatermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2696 | 269.35 | 54.69 | |
| DiffusionWatermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2654 | 274.22 | 100 | |
| Cheng et al.Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2652 | 277.76 | 57.81 | |
| DiffusionWatermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2628 | 280.06 | 84 | |
| SwinIR (Denoise)Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2614 | 268.66 | 98.39 | |
| Cheng et al.Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2613 | 283.34 | 64 | |
| Bmshj2018Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2611 | 268.64 | 99.99 | |
| Cheng et al.Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2609 | 282.65 | 99.78 | |
| Bmshj2018Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2601 | 270.64 | 51.83 | |
| Bmshj2018Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2594 | 273.36 | 72 | |
| Cheng et al.Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2593 | 285.56 | 52.29 | |
| SwinIR (Denoise)Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2589 | 269.68 | 51.56 | |
| SwinIR (Denoise)Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2584 | 273.65 | 52.38 | |
| SwinIR (JPEG AR)Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2579 | 268.63 | 48.44 | |
| Bmshj2018Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2571 | 270.79 | 62.5 | |
| SwinIR (JPEG AR)Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2565 | 272.21 | 100 | |
| SwinIR (Denoise)Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2557 | 269.89 | 70 | |
| SwinIR (JPEG AR)Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2555 | 275.34 | 52.38 | |
| DiffusionWatermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2554 | 277.21 | 51.92 | |
| SwinIR (JPEG AR)Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2531 | 275.03 | 68 | |
| IRNeXt (Deblur)Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2525 | 258.28 | 56.25 | |
| IRNeXt (Deblur)Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2519 | 257.92 | 100 | |
| IRNeXt (Deblur)Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2519 | 263.98 | 52.21 | |
| IRNeXt (Deblur)Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.11 | 0.2508 | 278.79 | 78 |