User Authentication on BioMoTouch Authentication Dataset Unseen Users, Single Attempt
99.7Balanced Accuracy (BAC)BioMoTouch
Evaluation Results
| Method | Links | |
|---|---|---|
| BioMoTouchDescription of features=Touch behavior and hand motion dynamics, No extra hardware=true, Ambient robustness=true, Replica resistance=true, Puppet attack resistance=true2026.04 | 99.7 | |
| FingerVibDescription of features=motion dynamics and audio-assisted vibration, No extra hardware=true, Ambient robustness=false, Replica resistance=true, Puppet attack resistance=true2026.04 | 98.4 | |
| FingerSlidDescription of features=Sliding touch dynamics, No extra hardware=true, Ambient robustness=true, Replica resistance=true, Puppet attack resistance=false2026.04 | 95.4 | |
| FingerbeatDescription of features=Sliding touch dynamics, No extra hardware=true, Ambient robustness=true, Replica resistance=true, Puppet attack resistance=false2026.04 | 95.1 | |
| TouchPassDescription of features=Cepstrum-based vibration features, No extra hardware=true, Ambient robustness=true, Replica resistance=false, Puppet attack resistance=false2026.04 | 93.5 | |
| TouchPrintDescription of features=Hand posture shape traits, No extra hardware=true, Ambient robustness=false, Replica resistance=false, Puppet attack resistance=false2026.04 | 91.7 | |
| MMAuthDescription of features=Touch-based hand motion trajectories, No extra hardware=true, Ambient robustness=false, Replica resistance=true, Puppet attack resistance=true2026.04 | 85 | |
| PressPINDescription of features=Tap-induced acoustic features, No extra hardware=true, Ambient robustness=false, Replica resistance=false, Puppet attack resistance=false2026.04 | 83 |