Minutiae Extraction on NIST SD27 (test)
71F1 ScoreLEADER
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LEADERevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 71 | — | — | — | — | — | — | — | |
| LEADERevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 69 | — | — | — | — | — | — | — | |
| FingerNetevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 67 | — | — | — | — | — | — | — | |
| FingerNetevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 64 | — | — | — | — | — | — | — | |
| VeriFingerevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 64 | — | — | — | — | — | — | — | |
| LatentAFISevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 62 | — | — | — | — | — | — | — | |
| LEADERevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 62 | — | — | — | — | — | — | — | |
| VeriFingerevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 61 | — | — | — | — | — | — | — | |
| LatentAFISevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 59 | — | — | — | — | — | — | — | |
| FingerNetevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 57 | — | — | — | — | — | — | — | |
| LatentAFISevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 54 | — | — | — | — | — | — | — | |
| VeriFingerevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 53 | — | — | — | — | — | — | — | |
| LEADERevaluation_regime=Type-aware, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 52 | — | — | — | — | — | — | — | |
| LEADERevaluation_regime=Type-aware, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 51 | — | — | — | — | — | — | — | |
| SNFENmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 50.6 | — | — | — | — | — | 39 | 72 | |
| FingerFlowevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 49 | — | — | — | — | — | — | — | |
| MinutiaeNetevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 48 | — | — | — | — | — | — | — | |
| FingerFlowevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 47 | — | — | — | — | — | — | — | |
| LEADERevaluation_regime=Type-aware, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 47 | — | — | — | — | — | — | — | |
| GBFENmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 45.7 | — | — | — | — | — | 32.2 | 79.1 | |
| MinutiaeNetevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 45 | — | — | — | — | — | — | — | |
| FDxevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 45 | — | — | — | — | — | — | — | |
| DNUNetsmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 45 | — | — | — | — | — | 34 | 66.6 | |
| SFPmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 44.9 | — | — | — | — | — | 31.7 | 76.8 | |
| DenseUNetmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 43.4 | — | — | — | — | — | 32 | 67.4 | |
| PCFmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 42.7 | — | — | — | — | — | 30 | 74.2 | |
| RidgeDictmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 42.3 | — | — | — | — | — | 30.5 | 69 | |
| FingerFlowevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 42 | — | — | — | — | — | — | — | |
| VeriFingerevaluation_regime=Type-aware, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 42 | — | — | — | — | — | — | — | |
| FingerNetmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 41.2 | — | — | — | — | — | 28.5 | 74.5 | |
| FingerGANmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 41.1 | — | — | — | — | — | 29.1 | 69.7 | |
| FDxevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 41 | — | — | — | — | — | — | — | |
| LocalDictmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 40.8 | — | — | — | — | — | 28.9 | 69.4 | |
| MinutiaeNetevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 40 | — | — | — | — | — | — | — | |
| FingerJetevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 40 | — | — | — | — | — | — | — | |
| SpectralDictmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 39.5 | — | — | — | — | — | 26.7 | 75.9 | |
| Autoencmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 39.4 | — | — | — | — | — | 27.6 | 68.8 | |
| VeriFingerevaluation_regime=Type-aware, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 39 | — | — | — | — | — | — | — | |
| GlobalDictmatching_protocol=type-agnostic, tau_D=14, tau_theta=pi/92026.03 | 38.5 | — | — | — | — | — | 26.9 | 68.1 | |
| FingerJetevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 36 | — | — | — | — | — | — | — | |
| VeriFingerevaluation_regime=Type-aware, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 35 | — | — | — | — | — | — | — | |
| FDxevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 34 | — | — | — | — | — | — | — | |
| MINDTCTevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 32 | — | — | — | — | — | — | — | |
| SNFENmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 30.6 | — | — | — | — | — | 23.6 | 43.6 | |
| FDxevaluation_regime=Type-aware, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 30 | — | — | — | — | — | — | — | |
| FingerJetevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 29 | — | — | — | — | — | — | — | |
| MINDTCTevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 29 | — | — | — | — | — | — | — | |
| SourceAFISevaluation_regime=Type-agnostic, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 29 | — | — | — | — | — | — | — | |
| FingerFlowevaluation_regime=Type-aware, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 29 | — | — | — | — | — | — | — | |
| GBFENmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 28.6 | — | — | — | — | — | 20.1 | 49.5 | |
| FDxevaluation_regime=Type-aware, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 28 | — | — | — | — | — | — | — | |
| FingerJetevaluation_regime=Type-aware, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 27 | — | — | — | — | — | — | — | |
| FingerFlowevaluation_regime=Type-aware, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 27 | — | — | — | — | — | — | — | |
| SFPmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 26.4 | — | — | — | — | — | 18.7 | 45.2 | |
| DNUNetsmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 26.3 | — | — | — | — | — | 19.8 | 38.9 | |
| DenseUNetmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 25.2 | — | — | — | — | — | 18.6 | 39.2 | |
| SourceAFISevaluation_regime=Type-agnostic, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 25 | — | — | — | — | — | — | — | |
| FingerJetevaluation_regime=Type-aware, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 25 | — | — | — | — | — | — | — | |
| FingerFlowevaluation_regime=Type-aware, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 25 | — | — | — | — | — | — | — | |
| PCFmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 24.7 | — | — | — | — | — | 17.3 | 42.9 | |
| SpectralDictmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 24.2 | — | — | — | — | — | 16.3 | 46.5 | |
| RidgeDictmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 24.2 | — | — | — | — | — | 17.5 | 39.5 | |
| MINDTCTevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 24 | — | — | — | — | — | — | — | |
| FDxevaluation_regime=Type-aware, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 24 | — | — | — | — | — | — | — | |
| LocalDictmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 23.8 | — | — | — | — | — | 16.8 | 40.5 | |
| FingerNetmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 23.8 | — | — | — | — | — | 16.5 | 43.1 | |
| FingerGANmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 23.3 | — | — | — | — | — | 16.5 | 39.5 | |
| Autoencmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 21.8 | — | — | — | — | — | 15.3 | 38 | |
| GlobalDictmatching_type=exact minutia type matching, tau_D=14, tau_theta=pi/82026.03 | 21.5 | — | — | — | — | — | 15 | 38 | |
| MINDTCTevaluation_regime=Type-aware, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 21 | — | — | — | — | — | — | — | |
| FingerJetevaluation_regime=Type-aware, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 20 | — | — | — | — | — | — | — | |
| SourceAFISevaluation_regime=Type-agnostic, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 19 | — | — | — | — | — | — | — | |
| MINDTCTevaluation_regime=Type-aware, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 19 | — | — | — | — | — | — | — | |
| SourceAFISevaluation_regime=Type-aware, distance_threshold=16 px, angle_threshold=π/6 rad2026.02 | 19 | — | — | — | — | — | — | — | |
| MINDTCTevaluation_regime=Type-aware, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 17 | — | — | — | — | — | — | — | |
| SourceAFISevaluation_regime=Type-aware, distance_threshold=12 px, angle_threshold=π/8 rad2026.02 | 17 | — | — | — | — | — | — | — | |
| SourceAFISevaluation_regime=Type-aware, distance_threshold=8 px, angle_threshold=π/10 rad2026.02 | 13 | — | — | — | — | — | — | — | |
| FDxThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 6.18 | 1.93 | 1 | 9 | 62 | — | — | |
| FingerFlowThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 5.55 | 2.46 | 8 | 23 | 56 | — | — | |
| FingerJetThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 7.36 | 2.05 | 0 | 5 | 80 | — | — | |
| FingerNetThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 3.29 | 2.16 | 22 | 64 | 15 | — | — | |
| LatentAFISThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 3.75 | 1.84 | 11 | 43 | 14 | — | — | |
| LEADERThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 2.07 | 1.3 | 47 | 84 | 1 | — | — | |
| MINDTCTThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 8.41 | 1.64 | 0 | 2 | 93 | — | — | |
| MinutiaeNetThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 5.36 | 2.42 | 5 | 24 | 48 | — | — | |
| SourceAFISThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 8.25 | 1.44 | 0 | 1 | 97 | — | — | |
| VeriFingerThreshold Level=16 px, π/6 rad, Regime=type-agnostic2026.02 | — | 3.45 | 1.85 | 15 | 59 | 16 | — | — |