List your company
ResearchFormerly WizWand

Watermark Removal on CelebA-HQ LoRA, w/o te

0.2696CLIP-T ScoreDiffusion
0.2500480.2551240.26020.265276Nov 24, 2025
Updated 5mo ago

Evaluation results

MethodLinks
DiffusionWatermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2696269.3554.69
DiffusionWatermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2654274.22100
Cheng et al.Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2652277.7657.81
DiffusionWatermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2628280.0684
SwinIR (Denoise)Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2614268.6698.39
Cheng et al.Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2613283.3464
Bmshj2018Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2611268.6499.99
Cheng et al.Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2609282.6599.78
Bmshj2018Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2601270.6451.83
Bmshj2018Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2594273.3672
Cheng et al.Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2593285.5652.29
SwinIR (Denoise)Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2589269.6851.56
SwinIR (Denoise)Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2584273.6552.38
SwinIR (JPEG AR)Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2579268.6348.44
Bmshj2018Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2571270.7962.5
SwinIR (JPEG AR)Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2565272.21100
SwinIR (Denoise)Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2557269.8970
SwinIR (JPEG AR)Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2555275.3452.38
DiffusionWatermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2554277.2151.92
SwinIR (JPEG AR)Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2531275.0368
IRNeXt (Deblur)Watermark Scheme=WatermarkDM, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2525258.2856.25
IRNeXt (Deblur)Watermark Scheme=DiffusionShield, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2519257.92100
IRNeXt (Deblur)Watermark Scheme=SIREN, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2519263.9852.21
IRNeXt (Deblur)Watermark Scheme=DIAGNOSIS, Fine-tuning=LoRA, Text Encoder=Disabled2025.110.2508278.7978