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SotA/Computer Vision/Face Reconstruction

Face Reconstruction

413 benchmarks259 papers

Face reconstruction is the task of recovering the facial geometry of a face from an image.

<span style="color:grey; opacity: 0.6">( Image credit: Microsoft Deep3DFaceReconstruction )</span>

Benchmarks

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)NME Mean Error Rate

Face Reconstruction on WIDER Face (Hard)

Face Reconstruction on WFLW

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

Face Reconstruction on WIDER Face (Medium)

Face Reconstruction on AffectNet

Accuracy (8 emotion)Accuracy (7 emotion)

Face Reconstruction on RAF-DB

Overall Accuracy Avg. Accuracy

Face Reconstruction on WIDER Face (Easy)

Face Reconstruction on REALY

all @nose @mouth @forehead @cheek

Face Reconstruction on LFW

Accuracy MParams MFLOPs FNMR [%] @ 10-3 FMR BFAR BFRR FRR@FAR(%)F1-score Precision Recall Equal Error Rate Accuracy (%)

Face Reconstruction on AFLW-19

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

Face Reconstruction on CFP-FP

Accuracy MParams MFLOPs

Face Reconstruction on REALY (side-view)

all @nose @mouth @forehead @cheek

Face Reconstruction on AgeDB-30

Accuracy MParams MFLOPs

Face Reconstruction on FER2013

Face Reconstruction on NoW Benchmark

Median Reconstruction Error Mean Reconstruction Error (mm)Stdev Reconstruction Error (mm)

Face Reconstruction on Adience Age

Accuracy (5-fold)

Face Reconstruction on H3WB

Average MPJPE (mm)

Face Reconstruction on FER+

Face Reconstruction on UTKFace

MAE Accuracy (%)

Face Reconstruction on CACD

Face Reconstruction on MAFL

Face Reconstruction on Trillion Pairs Dataset

Face Reconstruction on FaceForensics++

pose ID retrieval FID SSIM landmarks perceptual loss verification exp embedding L2 expression

Face Reconstruction on MORPH album2 (Caucasian)

Face Reconstruction on WFW (Extra Data)

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

Face Reconstruction on AFAD

Face Reconstruction on Adience Gender

Accuracy (5-fold)

Face Reconstruction on AgeDB

Face Reconstruction on BP4D

Average F1 Average AUC ICC Avg F1

Face Reconstruction on CALFW

Accuracy MParams MFLOPs

Face Reconstruction on FDDB

Face Reconstruction on MORPH Album2

MAE MAE (2 shot)MAE (4 shot)MAE (8 shot)MAE (16 shot)CS Rank-1 Recognition Rate

Face Reconstruction on CPLFW

Accuracy MFLOPs MParams

Face Reconstruction on IJB-B

TAR@FAR=0.0001 TAR @ FAR=0.001 TAR @ FAR=0.0001 TAR @ FAR=1e-5 TAR @ FAR=0.01 MFLOPs Rank-1 MParams Rank-5 TAR @ FAR=1e-3 TAR @ FAR=1e-4 Accuracy

Face Reconstruction on MAFL Unaligned

Face Reconstruction on MORPH Album2 (SE)

Face Reconstruction on BTS3.1

Face Reconstruction on DISFA

Average F1 Average AUC ICC Accuracy

Face Reconstruction on FGNET

Face Reconstruction on Florence

RMSE Cooperative RMSE Indoor RMSE Outdoor Average 3D Error Mean NME Mean NME

Face Reconstruction on Annotated Faces in the Wild

Face Reconstruction on LFWA

Face Reconstruction on SiW (Protocol 3)

Face Reconstruction on CASIA-WebFace+masks

Face Reconstruction on COFW

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

Face Reconstruction on COFW-68

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

Face Reconstruction on CelebA+masks

Face Reconstruction on ChaLearn 2015

Face Reconstruction on DroneSURF

Face Reconstruction on MLFW

Face Reconstruction on PASCAL Face

Face Reconstruction on AFLW-Full

Mean NME Mean NME NME

Face Reconstruction on AFLW2000

Face Reconstruction on CK+

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

Face Reconstruction on CelebA-Spoof-Enroll5

Face Reconstruction on SiW-Enroll5

Face Reconstruction on mebeblurf

Accuracy MAE FNMR [%] @ 10-3 FMR Equal Error Rate

Face Reconstruction on 300W Split 2

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

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

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

Face Reconstruction on AFLW (Zhang CVPR 2018 crops)

Face Reconstruction on AFLW Unaligned

Face Reconstruction on AFLW2000-3D

ID retrieval exp embedding L2 pose GTE Mean NME Mean NME Balanced NME (2D Sparse Alignment)Mean NME(3D Dense Alignment)

Face Reconstruction on COFW-68 (300WLP)

Face Reconstruction on FERPlus

Accuracy(pretrained)

Face Reconstruction on FFHQ 512 x 512 - 16x upscaling

Face Reconstruction on FaceScape

Face Reconstruction on IJB-C

TAR @ FAR=1e-3 TAR @ FAR=0.01 MFLOPs MParams TAR @ FAR=1e-2 Rank-1 Rank-5 TAR @ FAR=1e-6 TAR @ FAR=1e-5 TAR @ FAR=1e-4 training dataset model

Face Reconstruction on IMDB-Clean

Average mean absolute error

Face Reconstruction on JAFFE

Face Reconstruction on OULU-NPU

Face Reconstruction on Replay-Attack

Face Reconstruction on SFEW

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

Mean Reconstruction Error (mm)

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

Mean Reconstruction Error (mm)

Face Reconstruction on AFLW

Face Reconstruction on AFLW-MTFL

Face Reconstruction on BP4D+

Face Reconstruction on BUAA-VisNir

TAR @ FAR=0.001 TAR @ FAR=0.01

Face Reconstruction on CASIA NIR-VIS 2.0

TAR @ FAR=0.001

Face Reconstruction on CGFIQA-40k

Face Reconstruction on CUFS

FID NLDA FSIM SSIM

Face Reconstruction on CatFLW

Face Reconstruction on ChaLearn 2016

Face Reconstruction on Color FERET

FNMR [%] @ 10-3 FMR Pearson Correlation 5-class test accuracy

Face Reconstruction on FairFace

gender-top1 age-top1 race-top1

Face Reconstruction on IJB-A

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

Face Reconstruction on LRS2

FID LSE-D LSE-C

Face Reconstruction on MFW+ (M-M)

Face Reconstruction on MFW+ (U-M)

Face Reconstruction on MORPH

FNMR [%] @ 10-3 FMR MAE Accuracy (%)

Face Reconstruction on Oulu-CASIA NIR-VIS

TAR @ FAR=0.001 TAR @ FAR=0.01

Face Reconstruction on PIQ23

SRCC PLCC KRCC MAE

Face Reconstruction on VoxCeleb2 - 1-shot learning

CSIM LPIPS Normalized Pose Error SSIM inference time (ms)FID

Face Reconstruction on bFFHQ

Bias-Conflicting Accuracy

Face Reconstruction on 300-VW (C)

AUC0.08 private AUC0.07

Face Reconstruction on 300W (Common)

Face Reconstruction on 300W (Full)

Face Reconstruction on 3DFAW

Face Reconstruction on AFLW-Front

Mean NME Mean NME NME

Face Reconstruction on Adience (Online Open Set)

Average Accuracy (10 times)

Face Reconstruction on CACDVS

Face Reconstruction on CASIA-MFSD

Face Reconstruction on COCO-WholeBody

AP AP50 AP75 APL APM keypoint AP

Face Reconstruction on CUFSF

FID NLDA FSIM SSIM

Face Reconstruction on Carl

Face Reconstruction on Color FERET (Online Open Set)

Average Accuracy (10 times)

Face Reconstruction on DCM

Average Precision

Face Reconstruction on Disguised Faces in the Wild

GAR @0.1% FAR GAR @1% FAR GAR @0.1% FAR Impersonation GAR @0.1% FAR Obfuscation GAR @0.1% FAR Overall GAR @1% FAR Impersonation GAR @1% FAR Obfuscation GAR @1% FAR Overall GAR @10% FAR

Face Reconstruction on Disguised Faces in the Wild 2019

GAR @0.01% FAR Impersonation GAR @0.01% FAR Obfuscation GAR @0.01% FAR Overall GAR @0.01% FAR Plastic Surgery GAR @0.1% FAR Impersonation GAR @0.1% FAR Obfuscation GAR @0.1% FAR Overall GAR @0.1% FAR Plastic Surgery

Face Reconstruction on FERG

Face Reconstruction on FotW Gender

Face Reconstruction on IJB-S

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

Face Reconstruction on LAGENDA

Face Reconstruction on LFW (Online Open Set)

Average Accuracy (10 times)

Face Reconstruction on LRS3

FID LSE-C LSE-D

Face Reconstruction on LRW

FID LSE-C LSE-D LMD SSIM

Face Reconstruction on MEBeauty

MAE Root mean square error (RMSE)Pearson Corr

Face Reconstruction on MERL-RAV

NME (box)AUC@7 (box)

Face Reconstruction on Oulu-CASIA

Accuracy (10-fold)Accuracy

Face Reconstruction on SCUT-FBP

Face Reconstruction on UHDB31

Face Reconstruction on UND-X1

Face Reconstruction on VoxCeleb1 - 1-shot learning

Face Reconstruction on VoxCeleb1 - 32-shot learning

Face Reconstruction on VoxCeleb1 - 8-shot learning

Face Reconstruction on VoxCeleb2 - 8-shot learning

Face Reconstruction on iCartoonFace

Average Precision

Face Reconstruction on !(()&&!|||

Face Reconstruction on 100 sleep nights of 8 caregivers

Face Reconstruction on 13.8

Face Reconstruction on 2017_test set

14 gestures accuracy

Face Reconstruction on ADE20K

Face Reconstruction on AFLW-LFPA

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

Accuracy(on validation set)

Face Reconstruction on Aff-Wild2

Face Reconstruction on BN-AuthProf

Face Reconstruction on CAER

Face Reconstruction on CASME II

Face Reconstruction on CFP-FF

Face Reconstruction on CMU-MPIE

16x16 Accuracy 24x24 Accuracy 32x32 Accuracy 48x48 Accuracy

Face Reconstruction on CREMA-D

UAR EmoAcc FID LSE-C

Face Reconstruction on CelebA + AFLW Unaligned

MOS MS-SSIM PSNR SSIM

Face Reconstruction on CelebA Aligned

MOS MS-SSIM PSNR SSIM

Face Reconstruction on CelebV-HQ

Face Reconstruction on DiveFace

Face Reconstruction on ECCV HotOrNot

Pearson Correlation

Face Reconstruction on EURECOM

Face Reconstruction on ExpW

Face Reconstruction on FFHQ

SSIM LPIPS PSNR

Face Reconstruction on IIIT-D Viewed Sketch

Face Reconstruction on KANFace

Average mean absolute error

Face Reconstruction on MFR

MFR-ALL MFR-MASK African Caucasian South Asian East Asian

Face Reconstruction on MLFP

Face Reconstruction on MMI

Face Reconstruction on MSU-MFSD

Equal Error Rate HTER

Face Reconstruction on Manga109

Average Precision

Face Reconstruction on MegaFace

Face Reconstruction on Menpo

AUC (box)NME (box)

Face Reconstruction on Multi-Modal CelebA-HQ

Face Reconstruction on PhysioNet Challenge 2021

Mean absolute error Mean Squared Error Mean Squared Error (cross-val)Mean Absolute Error (cross-val)

Face Reconstruction on QMUL-SurvFace

Face Reconstruction on RAVDESS

Face Reconstruction on RaFD

Face Reconstruction on SAVEE

Face Reconstruction on SKSF-A

Face Reconstruction on Urban Hyperspectral Image

Face Reconstruction on VggFace2

Face Reconstruction on VoxCeleb2 - 32-shot learning

Face Reconstruction on WIDER FACE

Average Top-1 Accuracy

Face Reconstruction on WIDER Face

Average Precision GFLOPs

Face Reconstruction on WebFace

Face Reconstruction on XQLFW

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

Face Reconstruction on Static Facial Expressions in the Wild

Face Reconstruction on AFLW-PIFA (21 points)

Face Reconstruction on AFLW-PIFA (34 points)

Face Reconstruction on CAFR

Face Reconstruction on CUHK

Face Reconstruction on Cohn-Kanade

Face Reconstruction on FG-NET

Face Reconstruction on HOD

Face Reconstruction on IBUG

Mean Error Rate

Face Reconstruction on LS3D-W Balanced

Face Reconstruction on Labeled Faces in the Wild

Face Reconstruction on MAFA

Face Reconstruction on Real-World Affective Faces

Face Reconstruction on YouTube Faces DB