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SotA/Computer Vision/3D Face Reconstruction

3D Face Reconstruction

413 benchmarks211 papers

3D Face Reconstruction is a computer vision task that involves creating a 3D model of a human face from a 2D image or a set of images. The goal of 3D face reconstruction is to reconstruct a digital 3D representation of a person's face, which can be used for various applications such as animation, virtual reality, and biometric identification.

<span style="color:grey; opacity: 0.6">( Image credit: 3DDFA_V2 )</span>

Benchmarks

3D Face Reconstruction 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

3D Face Reconstruction on WIDER Face (Hard)

AP

3D Face Reconstruction on WFLW

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

3D Face Reconstruction on WIDER Face (Medium)

AP

3D Face Reconstruction on AffectNet

Accuracy (8 emotion)Accuracy (7 emotion)

3D Face Reconstruction on RAF-DB

Overall AccuracyAvg. Accuracy

3D Face Reconstruction on WIDER Face (Easy)

AP

3D Face Reconstruction on REALY

all@nose@mouth@forehead@cheek

3D Face Reconstruction on LFW

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

3D Face Reconstruction on AFLW-19

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

3D Face Reconstruction on CFP-FP

AccuracyMParamsMFLOPs

3D Face Reconstruction on REALY (side-view)

all@nose@mouth@forehead@cheek

3D Face Reconstruction on AgeDB-30

AccuracyMParamsMFLOPs

3D Face Reconstruction on FER2013

Accuracy

3D Face Reconstruction on NoW Benchmark

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

3D Face Reconstruction on Adience Age

Accuracy (5-fold)

3D Face Reconstruction on H3WB

Average MPJPE (mm)

3D Face Reconstruction on FER+

Accuracy

3D Face Reconstruction on UTKFace

MAEAccuracy (%)

3D Face Reconstruction on CACD

MAE

3D Face Reconstruction on MAFL

NME

3D Face Reconstruction on Trillion Pairs Dataset

Accuracy

3D Face Reconstruction on FaceForensics++

poseID retrievalFIDSSIMlandmarksperceptual lossverificationexp embedding L2expression

3D Face Reconstruction on MORPH album2 (Caucasian)

MAE

3D Face Reconstruction on WFW (Extra Data)

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

3D Face Reconstruction on AFAD

MAE

3D Face Reconstruction on Adience Gender

Accuracy (5-fold)

3D Face Reconstruction on AgeDB

MAEAccuracy

3D Face Reconstruction on BP4D

Average F1Average AUCICCAvg F1

3D Face Reconstruction on CALFW

AccuracyMParamsMFLOPs

3D Face Reconstruction on FDDB

APAccuracy

3D Face Reconstruction on MORPH Album2

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

3D Face Reconstruction on CPLFW

AccuracyMFLOPsMParams

3D Face Reconstruction 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

3D Face Reconstruction on MAFL Unaligned

NME

3D Face Reconstruction on MORPH Album2 (SE)

MAE

3D Face Reconstruction on BTS3.1

TAR @ FAR=0.01

3D Face Reconstruction on DISFA

Average F1Average AUCICCAccuracy

3D Face Reconstruction on FGNET

MAE

3D Face Reconstruction on Florence

RMSE CooperativeRMSE IndoorRMSE OutdoorAverage 3D ErrorMean NMEMean NME

3D Face Reconstruction on Annotated Faces in the Wild

AP

3D Face Reconstruction on LFWA

Error Rate

3D Face Reconstruction on SiW (Protocol 3)

ACER

3D Face Reconstruction on CASIA-WebFace+masks

Accuracy

3D Face Reconstruction on COFW

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

3D Face Reconstruction on COFW-68

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

3D Face Reconstruction on CelebA+masks

Accuracy

3D Face Reconstruction on ChaLearn 2015

e-errorMAE

3D Face Reconstruction on DroneSURF

Rank1

3D Face Reconstruction on MLFW

Accuracy

3D Face Reconstruction on PASCAL Face

AP

3D Face Reconstruction on AFLW-Full

Mean NME Mean NMENME

3D Face Reconstruction on AFLW2000

Error rate

3D Face Reconstruction on CK+

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

3D Face Reconstruction on CelebA-Spoof-Enroll5

AUC

3D Face Reconstruction on SiW-Enroll5

AUC

3D Face Reconstruction on mebeblurf

AccuracyMAEFNMR [%] @ 10-3 FMREqual Error Rate

3D Face Reconstruction on 300W Split 2

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

3D Face Reconstruction on 300W Split 2 (300W-LP)

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

3D Face Reconstruction on AFLW (Zhang CVPR 2018 crops)

NME

3D Face Reconstruction on AFLW Unaligned

NME

3D Face Reconstruction on AFLW2000-3D

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

3D Face Reconstruction on COFW-68 (300WLP)

NME (box)AUC@7

3D Face Reconstruction on FERPlus

Accuracy(pretrained)

3D Face Reconstruction on FFHQ 512 x 512 - 16x upscaling

FIDLPIPSNIQE

3D Face Reconstruction on FaceScape

NME

3D Face Reconstruction 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

3D Face Reconstruction on IMDB-Clean

Average mean absolute error

3D Face Reconstruction on JAFFE

Accuracy

3D Face Reconstruction on OULU-NPU

ACERHTER

3D Face Reconstruction on Replay-Attack

EERHTER

3D Face Reconstruction on SFEW

Accuracy

3D Face Reconstruction on Stirling-HQ (FG2018 3D face reconstruction challenge)

Mean Reconstruction Error (mm)

3D Face Reconstruction on Stirling-LQ (FG2018 3D face reconstruction challenge)

Mean Reconstruction Error (mm)

3D Face Reconstruction on AFLW

Mean NME

3D Face Reconstruction on AFLW-MTFL

NME

3D Face Reconstruction on BP4D+

Average F1

3D Face Reconstruction on BUAA-VisNir

TAR @ FAR=0.001TAR @ FAR=0.01

3D Face Reconstruction on CASIA NIR-VIS 2.0

TAR @ FAR=0.001

3D Face Reconstruction on CGFIQA-40k

PLCCSRCC

3D Face Reconstruction on CUFS

FIDNLDAFSIMSSIM

3D Face Reconstruction on CatFLW

NME

3D Face Reconstruction on ChaLearn 2016

e-errorMAE

3D Face Reconstruction on Color FERET

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

3D Face Reconstruction on FairFace

gender-top1age-top1race-top1

3D Face Reconstruction on IJB-A

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

3D Face Reconstruction on LRS2

FIDLSE-DLSE-C

3D Face Reconstruction on MFW+ (M-M)

TAR@FAR=0.0001

3D Face Reconstruction on MFW+ (U-M)

TAR@FAR=0.0001

3D Face Reconstruction on MORPH

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

3D Face Reconstruction on Oulu-CASIA NIR-VIS

TAR @ FAR=0.001TAR @ FAR=0.01

3D Face Reconstruction on PIQ23

SRCCPLCCKRCCMAE

3D Face Reconstruction on VoxCeleb2 - 1-shot learning

CSIMLPIPSNormalized Pose ErrorSSIMinference time (ms)FID

3D Face Reconstruction on bFFHQ

Bias-Conflicting Accuracy

3D Face Reconstruction on 300-VW (C)

AUC0.08 privateAUC0.07

3D Face Reconstruction on 300W (Common)

NME

3D Face Reconstruction on 300W (Full)

Mean NME

3D Face Reconstruction on 3DFAW

GTECVGTCE

3D Face Reconstruction on AFLW-Front

Mean NMEMean NME NME

3D Face Reconstruction on Adience (Online Open Set)

Average Accuracy (10 times)

3D Face Reconstruction on CACDVS

Accuracy

3D Face Reconstruction on CASIA-MFSD

EERHTER

3D Face Reconstruction on COCO-WholeBody

APAP50AP75APLAPMkeypoint AP

3D Face Reconstruction on CUFSF

FIDNLDAFSIMSSIM

3D Face Reconstruction on Carl

Rank-1

3D Face Reconstruction on Color FERET (Online Open Set)

Average Accuracy (10 times)

3D Face Reconstruction on DCM

Average Precision

3D Face Reconstruction 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

3D Face Reconstruction 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

3D Face Reconstruction on FERG

Accuracy

3D Face Reconstruction on FotW Gender

Accuracy (%)

3D Face Reconstruction on IJB-S

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

3D Face Reconstruction on LAGENDA

MAEAccuracy

3D Face Reconstruction on LFW (Online Open Set)

Average Accuracy (10 times)

3D Face Reconstruction on LRS3

FIDLSE-CLSE-D

3D Face Reconstruction on LRW

FIDLSE-CLSE-DLMDSSIM

3D Face Reconstruction on MEBeauty

MAERoot mean square error (RMSE)Pearson Corr

3D Face Reconstruction on MERL-RAV

NME (box)AUC@7 (box)

3D Face Reconstruction on Oulu-CASIA

Accuracy (10-fold)Accuracy

3D Face Reconstruction on SCUT-FBP

MAE

3D Face Reconstruction on UHDB31

Rank-1

3D Face Reconstruction on UND-X1

Rank-1

3D Face Reconstruction on VoxCeleb1 - 1-shot learning

FID

3D Face Reconstruction on VoxCeleb1 - 32-shot learning

FID

3D Face Reconstruction on VoxCeleb1 - 8-shot learning

FID

3D Face Reconstruction on VoxCeleb2 - 8-shot learning

FID

3D Face Reconstruction on iCartoonFace

Average Precision

3D Face Reconstruction on !(()&&!|*|*|

0L

3D Face Reconstruction on 100 sleep nights of 8 caregivers

10%

3D Face Reconstruction on 13.8

0..5sec

3D Face Reconstruction on 2017_test set

14 gestures accuracy

3D Face Reconstruction on ADE20K

mIoU

3D Face Reconstruction on AFLW-LFPA

NMEMean NME

3D Face Reconstruction on Acted Facial Expressions In The Wild (AFEW)

Accuracy(on validation set)

3D Face Reconstruction on Aff-Wild2

AccuracyUAR

3D Face Reconstruction on BN-AuthProf

F1 score

3D Face Reconstruction on CAER

Accuracy

3D Face Reconstruction on CASME II

UF1UAR

3D Face Reconstruction on CFP-FF

Accuracy

3D Face Reconstruction on CMU-MPIE

16x16 Accuracy24x24 Accuracy32x32 Accuracy48x48 Accuracy

3D Face Reconstruction on CREMA-D

UAREmoAccFIDLSE-C

3D Face Reconstruction on CelebA + AFLW Unaligned

MOSMS-SSIMPSNRSSIM

3D Face Reconstruction on CelebA Aligned

MOSMS-SSIMPSNRSSIM

3D Face Reconstruction on CelebV-HQ

AUCAccuracy

3D Face Reconstruction on DiveFace

Accuracy (%)

3D Face Reconstruction on ECCV HotOrNot

Pearson Correlation

3D Face Reconstruction on EURECOM

Rank-1

3D Face Reconstruction on ExpW

Accuracy

3D Face Reconstruction on FFHQ

SSIMLPIPSPSNR

3D Face Reconstruction on IIIT-D Viewed Sketch

TAR @ FAR=0.01

3D Face Reconstruction on KANFace

Average mean absolute error

3D Face Reconstruction on MFR

MFR-ALLMFR-MASKAfricanCaucasianSouth AsianEast Asian

3D Face Reconstruction on MLFP

HTER

3D Face Reconstruction on MMI

Accuracy

3D Face Reconstruction on MSU-MFSD

Equal Error RateHTER

3D Face Reconstruction on Manga109

Average Precision

3D Face Reconstruction on MegaFace

Accuracy

3D Face Reconstruction on Menpo

AUC (box)NME (box)

3D Face Reconstruction on Multi-Modal CelebA-HQ

FID

3D Face Reconstruction on PhysioNet Challenge 2021

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

3D Face Reconstruction on QMUL-SurvFace

TAR @ FAR=0.1

3D Face Reconstruction on RAVDESS

UAR

3D Face Reconstruction on RaFD

Accuracy

3D Face Reconstruction on SAVEE

UAR

3D Face Reconstruction on SKSF-A

LPIPS

3D Face Reconstruction on Urban Hyperspectral Image

10°5 cm

3D Face Reconstruction on VggFace2

PSNR

3D Face Reconstruction on VoxCeleb2 - 32-shot learning

FID

3D Face Reconstruction on WIDER FACE

Average Top-1 Accuracy

3D Face Reconstruction on WIDER Face

Average PrecisionGFLOPs

3D Face Reconstruction on WebFace

PSNR

3D Face Reconstruction on XQLFW

Accuracy

3D Face Reconstruction on ^(#$!@#$)(()))******

10%0..5sec

3D Face Reconstruction on Static Facial Expressions in the Wild

Accuracy

3D Face Reconstruction on AFLW-PIFA (21 points)

NME

3D Face Reconstruction on AFLW-PIFA (34 points)

NME

3D Face Reconstruction on CAFR

Accuracy

3D Face Reconstruction on CUHK

FSIMSSIM

3D Face Reconstruction on Cohn-Kanade

Accuracy

3D Face Reconstruction on FG-NET

Accuracy

3D Face Reconstruction on HOD

0-shot MRR

3D Face Reconstruction on IBUG

Mean Error Rate

3D Face Reconstruction on LS3D-W Balanced

AUC0.07

3D Face Reconstruction on Labeled Faces in the Wild

Accuracy

3D Face Reconstruction on MAFA

MAP

3D Face Reconstruction on Real-World Affective Faces

Accuracy

3D Face Reconstruction on YouTube Faces DB

Accuracy