Single-image Morphing Attack Detection on MAD22
0.3EER (OpenCV)D-FW-CDCN
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| D-FW-CDCNTraining Dataset=SMDD, Backbone/Architecture=CDCN, 3D-aware multi-task architecture=true2026.01 | 0.3 | — | — | 0 | — | — | 0 | — | — | 11.9 | — | — | 14.11 | — | — | — | — | — | 5.26 | — | — | |
| FD-MADTraining Dataset=SMDD, 3D-aware multi-task architecture=false2026.01 | 2.54 | 7.35 | 1.47 | 0 | 0 | 0 | 18.4 | 86.76 | 17.16 | 2.45 | 6.37 | 0.98 | 7.21 | 100 | 1.47 | 0 | 0 | 0 | 6.12 | 40.1 | 4.22 | |
| MADation (ViT-B)Training Dataset=SMDD, Backbone/Architecture=ViT-B, 3D-aware multi-task architecture=false2026.01 | 3.85 | 23.53 | 0 | 0 | 0 | 0 | 10.8 | 51.47 | 4.41 | 33.37 | 94.12 | 52.94 | 22.21 | 84.8 | 26.47 | 1.1 | 1.94 | 0 | 14.05 | 50.78 | 16.76 | |
| MorphHRNetTraining Dataset=SMDD, Backbone/Architecture=HRNet, 3D-aware multi-task architecture=false2026.01 | 5.69 | 33.82 | 1.47 | 5.9 | 48.04 | 1.47 | 9.8 | 56.86 | 3.92 | 15.3 | 75.98 | 11.27 | 10.41 | 61.27 | 2.94 | — | — | — | 9.42 | 55.19 | 4.21 | |
| Inception-MADTraining Dataset=SMDD, Backbone/Architecture=Inception, 3D-aware multi-task architecture=false2026.01 | 7.52 | — | — | 0 | — | — | 18 | — | — | 10.9 | — | — | 16.22 | — | — | 5.3 | — | — | 10.53 | — | — | |
| MixFaceNet-MADTraining Dataset=SMDD, Backbone/Architecture=MixFaceNet, 3D-aware multi-task architecture=false2026.01 | 8.33 | 44.31 | 1.96 | 4.6 | 55.88 | 0 | 18.2 | 92.86 | 15.2 | 16.7 | 89.21 | 11.76 | 20.62 | 91.64 | 20.1 | 8.5 | 62.67 | 2.94 | 13.69 | 74.78 | 9.8 | |
| D-FW-MixFaceNetTraining Dataset=SMDD, Backbone/Architecture=MixFaceNet, 3D-aware multi-task architecture=true2026.01 | 13.72 | — | — | 0.1 | — | — | 10.8 | — | — | 6.7 | — | — | 6.61 | — | — | — | — | — | 7.59 | — | — | |
| Con-Text Net ATraining Dataset=SMDD, Backbone/Architecture=Con-Text Net A, 3D-aware multi-task architecture=false2026.01 | 17.48 | 74.02 | 16.18 | 0 | 0 | 0 | 26.2 | 93.14 | 31.86 | 12.3 | 59.31 | 6.37 | 12.91 | 59.31 | 5.88 | — | — | — | 13.78 | 57.16 | 12.06 |