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Digital Watermarking on CelebA

35.14PSNRClean vanilla
19.789623.774827.7631.7452May 10, 2026

Evaluation results

MethodLinks
Clean vanillaBackbone=HiDDeN, LRIL=with2026.0535.1495.9988.45100
W-CRBackbone=StegaStamp, LRIL=with, Noise Type=Affine transformation, Noise Level (sigma)=0.012026.0533.6195.5499.98100
W-ERBackbone=HiDDeN, LRIL=with2026.0532.2694.7277.82100
W-CRBackbone=HiDDeN, LRIL=with, Noise Type=Affine transformation, Noise Level (sigma)=0.012026.0532.0794.1989.13100
W-CRBackbone=HiDDeN, LRIL=with, Noise Type=Affine transformation, Noise Level (sigma)=0.022026.0531.6194.1487.88100
W-CRBackbone=StegaStamp, LRIL=with, Noise Type=Affine transformation, Noise Level (sigma)=0.022026.0531.1495.2599.99100
Clean vanillaBackbone=StegaStamp, LRIL=with2026.0527.4889.7599.69100
W-ERBackbone=StegaStamp, LRIL=with2026.0527.4676.0999.97100
W-CRBackbone=StegaStamp, LRIL=with, Noise Type=Affine transformation, Noise Level (sigma)=0.032026.0526.6189.2999.98100
W-CRBackbone=HiDDeN, LRIL=with, Noise Type=Additive Gaussian noise, Noise Level (sigma)=0.102026.0526.281.0583.77100
W-CRBackbone=StegaStamp, LRIL=with, Noise Type=Additive Gaussian noise, Noise Level (sigma)=0.102026.0523.3782.0299.99100
W-CRBackbone=StegaStamp, LRIL=with, Noise Type=Additive Gaussian noise, Noise Level (sigma)=0.252026.0523.279.92100100
W-CRBackbone=HiDDeN, LRIL=with, Noise Type=Additive Gaussian noise, Noise Level (sigma)=0.252026.0522.6871.7877.37100
W-CRBackbone=HiDDeN, LRIL=with, Noise Type=Affine transformation, Noise Level (sigma)=0.032026.0522.6693.378.7899.88
W-CRBackbone=HiDDeN, LRIL=with, Noise Type=Additive Gaussian noise, Noise Level (sigma)=0.502026.0521.2171.9976.6799.86
W-CRBackbone=StegaStamp, LRIL=with, Noise Type=Additive Gaussian noise, Noise Level (sigma)=0.502026.0520.3864.5799.98100