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SotA/Methodology/Face Recognition

Face Recognition

70 benchmarks2329 papers

Facial Recognition is the task of making a positive identification of a face in a photo or video image against a pre-existing database of faces. It begins with detection - distinguishing human faces from other objects in the image - and then works on identification of those detected faces.

The state of the art tables for this task are contained mainly in the consistent parts of the task : the face verification and face identification tasks.

<span style="color:grey; opacity: 0.6">( Image credit: Face Verification )</span>

Benchmarks

Face Recognition on LFW

AccuracyMParamsMFLOPsFNMR [%] @ 10-3 FMRF1-scorePrecisionRecallEqual Error RateAccuracy (%)

Face Recognition on CFP-FP

AccuracyMParamsMFLOPs

Face Recognition on AgeDB-30

AccuracyMParamsMFLOPs

Face Recognition on CALFW

AccuracyMParamsMFLOPs

Face Recognition on CPLFW

AccuracyMFLOPsMParams

Face Recognition on CASIA-WebFace+masks

Accuracy

Face Recognition on CelebA+masks

Accuracy

Face Recognition on MLFW

Accuracy

Face Recognition on CGFIQA-40k

PLCCSRCC

Face Recognition on Color FERET

FNMR [%] @ 10-3 FMRPearson Correlation5-class test accuracy

Face Recognition on IJB-B

TAR @ FAR=0.01MFLOPsRank-1TAR @ FAR=0.0001TAR @ FAR=1e-5MParamsRank-5TAR @ FAR=1e-3TAR @ FAR=1e-4

Face Recognition on IJB-C

TAR @ FAR=0.01MFLOPsMParams

Face Recognition on MFW+ (M-M)

TAR@FAR=0.0001

Face Recognition on MFW+ (U-M)

TAR@FAR=0.0001

Face Recognition on MORPH

FNMR [%] @ 10-3 FMR

Face Recognition on PIQ23

SRCCPLCCKRCCMAE

Face Recognition on mebeblurf

FNMR [%] @ 10-3 FMREqual Error Rate

Face Recognition on Adience (Online Open Set)

Average Accuracy (10 times)

Face Recognition on CACDVS

Accuracy

Face Recognition on Carl

Rank-1

Face Recognition on Color FERET (Online Open Set)

Average Accuracy (10 times)

Face Recognition on LFW (Online Open Set)

Average Accuracy (10 times)

Face Recognition on UHDB31

Rank-1

Face Recognition on UND-X1

Rank-1

Face Recognition on BTS3.1

TAR @ FAR=0.01

Face Recognition on CFP-FF

Accuracy

Face Recognition on EURECOM

Rank-1

Face Recognition on MFR

MFR-ALLMFR-MASKAfricanCaucasianSouth AsianEast Asian

Face Recognition on XQLFW

Accuracy

Face Recognition on CAFR

Accuracy

Face Recognition on FG-NET

Accuracy

Face Recognition on MORPH Album2

Rank-1 Recognition Rate