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SotA/Music/Facial Recognition and Modelling

Facial Recognition and Modelling

413 benchmarks0 papers

Facial tasks in machine learning operate based on images or video frames (or other datasets) focussed on human faces.

Benchmarks

Facial Recognition and Modelling on 300W

NME_inter-ocular (%, Common)NME_inter-ocular (%, Challenge)NME_inter-ocular (%, Full)NME_inter-pupil (%, Full)NME_inter-pupil (%, Common)NME_inter-pupil (%, Challenge)NMEMean Error Rate

Facial Recognition and Modelling on WIDER Face (Hard)

AP

Facial Recognition and Modelling on WFLW

NME (inter-ocular)FR@10 (inter-ocular)AUC@10 (inter-ocular)NME

Facial Recognition and Modelling on WIDER Face (Medium)

AP

Facial Recognition and Modelling on AffectNet

Accuracy (8 emotion)Accuracy (7 emotion)

Facial Recognition and Modelling on RAF-DB

Overall AccuracyAvg. Accuracy

Facial Recognition and Modelling on WIDER Face (Easy)

AP

Facial Recognition and Modelling on REALY

all@nose@mouth@forehead@cheek

Facial Recognition and Modelling on LFW

AccuracyMParamsMFLOPsFNMR [%] @ 10-3 FMRBFARBFRRFRR@FAR(%)F1-scorePrecisionRecallEqual Error RateAccuracy (%)

Facial Recognition and Modelling on AFLW-19

NME_diag (%, Full)NME_diag (%, Frontal)NME_box (%, Full)AUC_box@0.07 (%, Full)

Facial Recognition and Modelling on CFP-FP

AccuracyMParamsMFLOPs

Facial Recognition and Modelling on REALY (side-view)

all@nose@mouth@forehead@cheek

Facial Recognition and Modelling on AgeDB-30

AccuracyMParamsMFLOPs

Facial Recognition and Modelling on FER2013

Accuracy

Facial Recognition and Modelling on NoW Benchmark

Median Reconstruction ErrorMean Reconstruction Error (mm)Stdev Reconstruction Error (mm)

Facial Recognition and Modelling on Adience Age

Accuracy (5-fold)

Facial Recognition and Modelling on H3WB

Average MPJPE (mm)

Facial Recognition and Modelling on FER+

Accuracy

Facial Recognition and Modelling on UTKFace

MAEAccuracy (%)

Facial Recognition and Modelling on CACD

MAE

Facial Recognition and Modelling on MAFL

NME

Facial Recognition and Modelling on Trillion Pairs Dataset

Accuracy

Facial Recognition and Modelling on FaceForensics++

poseID retrievalFIDSSIMlandmarksperceptual lossverificationexp embedding L2expression

Facial Recognition and Modelling on MORPH album2 (Caucasian)

MAE

Facial Recognition and Modelling on WFW (Extra Data)

NME (inter-ocular)AUC@10 (inter-ocular)FR@10 (inter-ocular)

Facial Recognition and Modelling on AFAD

MAE

Facial Recognition and Modelling on Adience Gender

Accuracy (5-fold)

Facial Recognition and Modelling on AgeDB

MAEAccuracy

Facial Recognition and Modelling on BP4D

Average F1Average AUCICCAvg F1

Facial Recognition and Modelling on CALFW

AccuracyMParamsMFLOPs

Facial Recognition and Modelling on FDDB

APAccuracy

Facial Recognition and Modelling on MORPH Album2

MAEMAE (2 shot)MAE (4 shot)MAE (8 shot)MAE (16 shot)CSRank-1 Recognition Rate

Facial Recognition and Modelling on CPLFW

AccuracyMFLOPsMParams

Facial Recognition and Modelling on IJB-B

TAR@FAR=0.0001TAR @ FAR=0.001TAR @ FAR=0.0001TAR @ FAR=1e-5TAR @ FAR=0.01MFLOPsRank-1MParamsRank-5TAR @ FAR=1e-3TAR @ FAR=1e-4Accuracy

Facial Recognition and Modelling on MAFL Unaligned

NME

Facial Recognition and Modelling on MORPH Album2 (SE)

MAE

Facial Recognition and Modelling on BTS3.1

TAR @ FAR=0.01

Facial Recognition and Modelling on DISFA

Average F1Average AUCICCAccuracy

Facial Recognition and Modelling on FGNET

MAE

Facial Recognition and Modelling on Florence

RMSE CooperativeRMSE IndoorRMSE OutdoorAverage 3D ErrorMean NMEMean NME

Facial Recognition and Modelling on Annotated Faces in the Wild

AP

Facial Recognition and Modelling on LFWA

Error Rate

Facial Recognition and Modelling on SiW (Protocol 3)

ACER

Facial Recognition and Modelling on CASIA-WebFace+masks

Accuracy

Facial Recognition and Modelling on COFW

NME (inter-ocular)NME (inter-pupil)Recall at 80% precision (Landmarks Visibility)NME

Facial Recognition and Modelling on COFW-68

NME (inter-ocular)NME (box)AUC@7 (box)

Facial Recognition and Modelling on CelebA+masks

Accuracy

Facial Recognition and Modelling on ChaLearn 2015

e-errorMAE

Facial Recognition and Modelling on DroneSURF

Rank1

Facial Recognition and Modelling on MLFW

Accuracy

Facial Recognition and Modelling on PASCAL Face

AP

Facial Recognition and Modelling on AFLW-Full

Mean NME Mean NMENME

Facial Recognition and Modelling on AFLW2000

Error rate

Facial Recognition and Modelling on CK+

Accuracy (7 emotion)Accuracy (8 emotion)Accuracy (6 emotion)Accuracy

Facial Recognition and Modelling on CelebA-Spoof-Enroll5

AUC

Facial Recognition and Modelling on SiW-Enroll5

AUC

Facial Recognition and Modelling on mebeblurf

AccuracyMAEFNMR [%] @ 10-3 FMREqual Error Rate

Facial Recognition and Modelling on 300W Split 2

NME (box)AUC@7 (box)NME (inter-ocular)AUC@8 (inter-ocular)FR@8 (inter-ocular)

Facial Recognition and Modelling on 300W Split 2 (300W-LP)

NME (bbox)AUC@7 (bbox)NME (inter-ocular)

Facial Recognition and Modelling on AFLW (Zhang CVPR 2018 crops)

NME

Facial Recognition and Modelling on AFLW Unaligned

NME

Facial Recognition and Modelling on AFLW2000-3D

ID retrievalexp embedding L2poseGTEMean NMEBalanced NME (2D Sparse Alignment)Mean NME(3D Dense Alignment)Mean NME

Facial Recognition and Modelling on COFW-68 (300WLP)

NME (box)AUC@7

Facial Recognition and Modelling on FERPlus

Accuracy(pretrained)

Facial Recognition and Modelling on FFHQ 512 x 512 - 16x upscaling

FIDLPIPSNIQE

Facial Recognition and Modelling on FaceScape

NME

Facial Recognition and Modelling on IJB-C

TAR @ FAR=1e-3TAR @ FAR=0.01MFLOPsMParamsTAR @ FAR=1e-2Rank-1Rank-5TAR @ FAR=1e-6TAR @ FAR=1e-5TAR @ FAR=1e-4training datasetmodel

Facial Recognition and Modelling on IMDB-Clean

Average mean absolute error

Facial Recognition and Modelling on JAFFE

Accuracy

Facial Recognition and Modelling on OULU-NPU

ACERHTER

Facial Recognition and Modelling on Replay-Attack

EERHTER

Facial Recognition and Modelling on SFEW

Accuracy

Facial Recognition and Modelling on Stirling-HQ (FG2018 3D face reconstruction challenge)

Mean Reconstruction Error (mm)

Facial Recognition and Modelling on Stirling-LQ (FG2018 3D face reconstruction challenge)

Mean Reconstruction Error (mm)

Facial Recognition and Modelling on AFLW

Mean NME

Facial Recognition and Modelling on AFLW-MTFL

NME

Facial Recognition and Modelling on BP4D+

Average F1

Facial Recognition and Modelling on BUAA-VisNir

TAR @ FAR=0.001TAR @ FAR=0.01

Facial Recognition and Modelling on CASIA NIR-VIS 2.0

TAR @ FAR=0.001

Facial Recognition and Modelling on CGFIQA-40k

PLCCSRCC

Facial Recognition and Modelling on CUFS

FIDNLDAFSIMSSIM

Facial Recognition and Modelling on CatFLW

NME

Facial Recognition and Modelling on ChaLearn 2016

e-errorMAE

Facial Recognition and Modelling on Color FERET

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

Facial Recognition and Modelling on FairFace

gender-top1age-top1race-top1

Facial Recognition and Modelling on IJB-A

TAR @ FAR=0.001TAR @ FAR=0.1TAR @ FAR=0.01Accuracy

Facial Recognition and Modelling on LRS2

FIDLSE-DLSE-C

Facial Recognition and Modelling on MFW+ (M-M)

TAR@FAR=0.0001

Facial Recognition and Modelling on MFW+ (U-M)

TAR@FAR=0.0001

Facial Recognition and Modelling on MORPH

FNMR [%] @ 10-3 FMRMAEAccuracy (%)

Facial Recognition and Modelling on Oulu-CASIA NIR-VIS

TAR @ FAR=0.001TAR @ FAR=0.01

Facial Recognition and Modelling on PIQ23

SRCCPLCCKRCCMAE

Facial Recognition and Modelling on VoxCeleb2 - 1-shot learning

CSIMLPIPSNormalized Pose ErrorSSIMinference time (ms)FID

Facial Recognition and Modelling on bFFHQ

Bias-Conflicting Accuracy

Facial Recognition and Modelling on 300-VW (C)

AUC0.08 privateAUC0.07

Facial Recognition and Modelling on 300W (Common)

NME

Facial Recognition and Modelling on 300W (Full)

Mean NME

Facial Recognition and Modelling on 3DFAW

GTECVGTCE

Facial Recognition and Modelling on AFLW-Front

Mean NMEMean NME NME

Facial Recognition and Modelling on Adience (Online Open Set)

Average Accuracy (10 times)

Facial Recognition and Modelling on CACDVS

Accuracy

Facial Recognition and Modelling on CASIA-MFSD

EERHTER

Facial Recognition and Modelling on COCO-WholeBody

APAP50AP75APLAPMkeypoint AP

Facial Recognition and Modelling on CUFSF

FIDNLDAFSIMSSIM

Facial Recognition and Modelling on Carl

Rank-1

Facial Recognition and Modelling on Color FERET (Online Open Set)

Average Accuracy (10 times)

Facial Recognition and Modelling on DCM

Average Precision

Facial Recognition and Modelling on Disguised Faces in the Wild

GAR @0.1% FARGAR @1% FARGAR @0.1% FAR ImpersonationGAR @0.1% FAR ObfuscationGAR @0.1% FAR OverallGAR @1% FAR ImpersonationGAR @1% FAR ObfuscationGAR @1% FAR OverallGAR @10% FAR

Facial Recognition and Modelling on Disguised Faces in the Wild 2019

GAR @0.01% FAR ImpersonationGAR @0.01% FAR ObfuscationGAR @0.01% FAR OverallGAR @0.01% FAR Plastic SurgeryGAR @0.1% FAR ImpersonationGAR @0.1% FAR ObfuscationGAR @0.1% FAR OverallGAR @0.1% FAR Plastic Surgery

Facial Recognition and Modelling on FERG

Accuracy

Facial Recognition and Modelling on FotW Gender

Accuracy (%)

Facial Recognition and Modelling on IJB-S

Rank-1 (Video2Booking)Rank-1 (Video2Single)Rank-1 (Video2Video)

Facial Recognition and Modelling on LAGENDA

MAEAccuracy

Facial Recognition and Modelling on LFW (Online Open Set)

Average Accuracy (10 times)

Facial Recognition and Modelling on LRS3

FIDLSE-CLSE-D

Facial Recognition and Modelling on LRW

FIDLSE-CLSE-DLMDSSIM

Facial Recognition and Modelling on MEBeauty

MAERoot mean square error (RMSE)Pearson Corr

Facial Recognition and Modelling on MERL-RAV

NME (box)AUC@7 (box)

Facial Recognition and Modelling on Oulu-CASIA

Accuracy (10-fold)Accuracy

Facial Recognition and Modelling on SCUT-FBP

MAE

Facial Recognition and Modelling on UHDB31

Rank-1

Facial Recognition and Modelling on UND-X1

Rank-1

Facial Recognition and Modelling on VoxCeleb1 - 1-shot learning

FID

Facial Recognition and Modelling on VoxCeleb1 - 32-shot learning

FID

Facial Recognition and Modelling on VoxCeleb1 - 8-shot learning

FID

Facial Recognition and Modelling on VoxCeleb2 - 8-shot learning

FID

Facial Recognition and Modelling on iCartoonFace

Average Precision

Facial Recognition and Modelling on !(()&&!|*|*|

0L

Facial Recognition and Modelling on 100 sleep nights of 8 caregivers

10%

Facial Recognition and Modelling on 13.8

0..5sec

Facial Recognition and Modelling on 2017_test set

14 gestures accuracy

Facial Recognition and Modelling on ADE20K

mIoU

Facial Recognition and Modelling on AFLW-LFPA

NMEMean NME

Facial Recognition and Modelling on Acted Facial Expressions In The Wild (AFEW)

Accuracy(on validation set)

Facial Recognition and Modelling on Aff-Wild2

AccuracyUAR

Facial Recognition and Modelling on BN-AuthProf

F1 score

Facial Recognition and Modelling on CAER

Accuracy

Facial Recognition and Modelling on CASME II

UF1UAR

Facial Recognition and Modelling on CFP-FF

Accuracy

Facial Recognition and Modelling on CMU-MPIE

16x16 Accuracy24x24 Accuracy32x32 Accuracy48x48 Accuracy

Facial Recognition and Modelling on CREMA-D

UAREmoAccFIDLSE-C

Facial Recognition and Modelling on CelebA + AFLW Unaligned

MOSMS-SSIMPSNRSSIM

Facial Recognition and Modelling on CelebA Aligned

MOSMS-SSIMPSNRSSIM

Facial Recognition and Modelling on CelebV-HQ

AUCAccuracy

Facial Recognition and Modelling on DiveFace

Accuracy (%)

Facial Recognition and Modelling on ECCV HotOrNot

Pearson Correlation

Facial Recognition and Modelling on EURECOM

Rank-1

Facial Recognition and Modelling on ExpW

Accuracy

Facial Recognition and Modelling on FFHQ

SSIMLPIPSPSNR

Facial Recognition and Modelling on IIIT-D Viewed Sketch

TAR @ FAR=0.01

Facial Recognition and Modelling on KANFace

Average mean absolute error

Facial Recognition and Modelling on MFR

MFR-ALLMFR-MASKAfricanCaucasianSouth AsianEast Asian

Facial Recognition and Modelling on MLFP

HTER

Facial Recognition and Modelling on MMI

Accuracy

Facial Recognition and Modelling on MSU-MFSD

Equal Error RateHTER

Facial Recognition and Modelling on Manga109

Average Precision

Facial Recognition and Modelling on MegaFace

Accuracy

Facial Recognition and Modelling on Menpo

AUC (box)NME (box)

Facial Recognition and Modelling on Multi-Modal CelebA-HQ

FID

Facial Recognition and Modelling on PhysioNet Challenge 2021

Mean absolute errorMean Squared ErrorMean Squared Error (cross-val)Mean Absolute Error (cross-val)

Facial Recognition and Modelling on QMUL-SurvFace

TAR @ FAR=0.1

Facial Recognition and Modelling on RAVDESS

UAR

Facial Recognition and Modelling on RaFD

Accuracy

Facial Recognition and Modelling on SAVEE

UAR

Facial Recognition and Modelling on SKSF-A

LPIPS

Facial Recognition and Modelling on Urban Hyperspectral Image

10°5 cm

Facial Recognition and Modelling on VggFace2

PSNR

Facial Recognition and Modelling on VoxCeleb2 - 32-shot learning

FID

Facial Recognition and Modelling on WIDER FACE

Average Top-1 Accuracy

Facial Recognition and Modelling on WIDER Face

Average PrecisionGFLOPs

Facial Recognition and Modelling on WebFace

PSNR

Facial Recognition and Modelling on XQLFW

Accuracy

Facial Recognition and Modelling on ^(#$!@#$)(()))******

10%0..5sec

Facial Recognition and Modelling on Static Facial Expressions in the Wild

Accuracy

Facial Recognition and Modelling on AFLW-PIFA (21 points)

NME

Facial Recognition and Modelling on AFLW-PIFA (34 points)

NME

Facial Recognition and Modelling on CAFR

Accuracy

Facial Recognition and Modelling on CUHK

FSIMSSIM

Facial Recognition and Modelling on Cohn-Kanade

Accuracy

Facial Recognition and Modelling on FG-NET

Accuracy

Facial Recognition and Modelling on HOD

0-shot MRR

Facial Recognition and Modelling on IBUG

Mean Error Rate

Facial Recognition and Modelling on LS3D-W Balanced

AUC0.07

Facial Recognition and Modelling on Labeled Faces in the Wild

Accuracy

Facial Recognition and Modelling on MAFA

MAP

Facial Recognition and Modelling on Real-World Affective Faces

Accuracy

Facial Recognition and Modelling on YouTube Faces DB

Accuracy