notesum.ai
Published at November 26LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks
cs.CV
Released Date: November 26, 2024
Authors: Tianyi Wang1, Mengxiao Huang2, Harry Cheng3, Xiao Zhang2, Zhiqi Shen1
Aff.: 1Nanyang Technological University, Singapore; 2Qilu University of Technology, Jinan, China; 3Shandong University, Qingdao, China

| Xception (Yan et al., 2023) | SBIs (Shiohara and Yamasaki, 2022) | RECCE (Cao et al., 2022) | CADDM (Dong et al., 2023) | Ours | ||||||
| Resolution | 128 | 256 | 128 | 256 | 128 | 256 | 128 | 256 | 128 | 256 |
| SimSwap (Chen et al., 2020) | 39.37% | 71.15% | 75.30% | 88.94% | 60.37% | 69.01% | 55.91% | 87.66% | 97.80% | 99.01% |
| InfoSwap (Gao et al., 2021) | 60.82% | 65.50% | 85.11% | 80.50% | 55.51% | 52.13% | 48.29% | 61.39% | 98.59% | 99.18% |
| UniFace (Xu et al., 2022) | 71.79% | 70.34% | 72.45% | 79.41% | 61.58% | 67.35% | 82.16% | 82.73% | 96.76% | 97.03% |
| E4S (Liu et al., 2023) | 43.40% | 53.70% | 63.63% | 61.05% | 60.88% | 47.19% | 64.93% | 73.13% | 98.99% | 99.10% |
| StarGAN (Choi et al., 2020) | 37.14% | 40.30% | 48.98% | 65.86% | 35.82% | 41.55% | 37.41% | 44.34% | 98.96% | 99.32% |
| StyleMask (Bounareli et al., 2023b) | 29.41% | 40.23% | 38.45% | 48.45% | 31.08% | 23.87% | 34.87% | 39.73% | 98.62% | 98.98% |
| HyperReenact (Bounareli et al., 2023a) | 38.96% | 76.27% | 52.36% | 53.35% | 82.23% | 78.23% | 35.87% | 42.87% | 98.87% | 99.02% |
| Mixed | 41.28% | 41.42% | 60.39% | 68.62% | 54.09% | 52.51% | 52.04% | 59.84% | 98.39% | 98.55% |