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ResearchFormerly WizWand

Face Alignment on 300W Common

2.52NMESTAR
2.2923.8315.376.909Jul 19, 2017Aug 26, 2018Oct 3, 2019Nov 10, 2020Dec 18, 2021Jan 25, 2023Mar 4, 2024
Updated 8mo ago

Evaluation results

MethodLinks
STARArchitecture=Hourglass, Supervision=Supervised2024.032.52
ADNetArchitecture=Hourglass, Supervision=Supervised2024.032.53
DTLDArchitecture=ResNet, Supervision=Supervised2024.032.59
MCFArchitecture=ViT, Supervision=Self-supervised2024.032.6
FRAArchitecture=ResNet, Supervision=Self-supervised2024.032.6
BYOLArchitecture=ResNet, Supervision=Self-supervised2024.032.66
LEWELArchitecture=ResNet, Supervision=Self-supervised2024.032.7
AWingNormalization Protocol=Inter-ocular2019.042.72
PCLArchitecture=ResNet, Supervision=Self-supervised, Note=reproduction using official codes2024.032.77
SLPTArchitecture=ResNet, Supervision=Supervised2024.032.78
DU-NetNormalization Protocol=Inter-ocular2019.042.9
HRNet2021.082.91
DeCaFaExtra Data=true2021.082.93
LABNormalization Protocol=Inter-ocular2019.042.98
LAB2019.112.98
LABExtra Data=true2021.082.98
LDDMM-Face2021.083.07
DAN2021.083.15
LDDMM-FaceWeak-LF (training landmark fraction)=50%2021.083.18
LaplaceKLNumber of unlabeled images added from MegaFace=70K2019.033.19
LaplaceKLtraining_data=70K2019.113.19
LaplaceKLNumber of unlabeled images added from MegaFace=10K2019.033.26
LaplaceKLNumber of unlabeled images added from MegaFace=50K2019.033.26
WingNormalization Protocol=Inter-pupil2019.043.27
CPM + SBR2019.033.28
LaplaceKLNumber of unlabeled images added from MegaFace=02019.033.28
CPM+SBRNormalization Protocol=Inter-ocular2019.043.28
SBR2019.113.28
LaplaceKLNumber of unlabeled images added from MegaFace=30K2019.033.29
SoftargmaxNumber of unlabeled images added from MegaFace=10K2019.033.34
SoftargmaxNumber of unlabeled images added from MegaFace=70K2019.033.34
SANNormalization Protocol=Inter-ocular2019.043.34
SAN2019.113.34
SAN2021.083.34
3FabRec2019.113.36
3FabRec2021.083.36
SoftargmaxNumber of unlabeled images added from MegaFace=30K2019.033.41
SoftargmaxNumber of unlabeled images added from MegaFace=50K2019.033.41
LABNormalization Protocol=Inter-pupil2019.043.42
SoftargmaxNumber of unlabeled images added from MegaFace=02019.033.48
ODN2019.113.56
PCD-CNNNormalization Protocol=Inter-ocular2019.043.67
AWingNormalization Protocol=Inter-pupil2019.043.77
DCFENormalization Protocol=Inter-pupil2019.043.83
ODN2021.083.91
DVLNNormalization Protocol=Inter-pupil2019.043.94
RCSR2019.034.01
RCFA2017.074.03
RAR2017.074.12
RARNormalization Protocol=Inter-pupil2019.044.12
DSRNNormalization Protocol=Inter-pupil2019.044.12
DSRN2019.114.12
RCN+ (L+ELT)2019.034.2
RCN+Normalization Protocol=Inter-pupil2019.044.2
CFSS [21]2019.034.36
TSRNormalization Protocol=Inter-pupil2019.044.36
Two-Stage2019.114.36
CFSS2017.074.73
CFSS2018.044.73
CFSS [46]2019.034.73
CFSSNormalization Protocol=Inter-pupil2019.044.73
CFSS2019.114.73
TCDCN2018.044.8
TCDCN2019.034.8
TCDCNNormalization Protocol=Inter-pupil2019.044.8
MDM2019.034.83
MDMNormalization Protocol=Inter-pupil2019.044.83
MDM2021.084.83
LBF2017.074.95
LBF2018.044.95
LBF2019.034.95
LBFNormalization Protocol=Inter-pupil2019.044.95
LBF2019.114.95
RAR2021.085.03
3DDFA (Proposed)2018.045.09
ESR2017.075.28
ESR2018.045.28
Proposed method2017.075.43
CFANENormalization Protocol=Inter-pupil2019.045.5
3DDFA+SDM2017.075.53
3DDFA (Pre)status=Preliminary/Pre-trained2018.045.53
SDM2017.075.57
SDM2018.045.57
SDM2019.035.57
SDMNormalization Protocol=Inter-pupil2019.045.57
SDM2019.115.57
3DDFA2017.076.15
RCPR2017.076.18
RCPR2018.046.18
TSPM2018.048.22