Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Wing

Wing

Reported on 45 benchmarks across 5 tasks · 1 paper · 30 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision18 results

Face Reconstructionon300W
NME_inter-pupil (%, Challenge)· 2017-11-17
7.18
best: 10.59 (3DDFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face ReconstructiononAFLW-19
AUC_box@0.07 (%, Full)· 2017-11-17
53.5
best: 81.8 (FiFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face ReconstructiononAFLW-19
NME_box (%, Full)· 2017-11-17
3.56
best: 4.04 (SAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face ReconstructiononWFLW
AUC@10 (inter-ocular)· 2017-11-17
55.4
best: 63.81 (SH-FAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face ReconstructiononWFLW
FR@10 (inter-ocular)· 2017-11-17
6
best: 35.24 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face ReconstructiononWFLW
NME (inter-ocular)· 2017-11-17
5.11
best: 11.13 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ReconstructiononAFLW-19
AUC_box@0.07 (%, Full)· 2017-11-17
53.5
best: 81.8 (FiFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ReconstructiononAFLW-19
NME_box (%, Full)· 2017-11-17
3.56
best: 4.04 (SAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face Reconstructionon300W
NME_inter-pupil (%, Challenge)· 2017-11-17
7.18
best: 10.59 (3DDFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ReconstructiononWFLW
AUC@10 (inter-ocular)· 2017-11-17
55.4
best: 63.81 (SH-FAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ReconstructiononWFLW
FR@10 (inter-ocular)· 2017-11-17
6
best: 35.24 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ReconstructiononWFLW
NME (inter-ocular)· 2017-11-17
5.11
best: 11.13 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face Reconstructionon300W
NME_inter-pupil (%, Common)· 2017-11-17
3.27
best: 6.15 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face Reconstructionon300W
NME_inter-pupil (%, Full)· 2017-11-17
4.04
best: 7.01 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2017-11-17
1.65
best: 3.92 (CFSS)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2017-11-17
1.65
best: 3.92 (CFSS)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face Reconstructionon300W
NME_inter-pupil (%, Common)· 2017-11-17
3.27
best: 6.15 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face Reconstructionon300W
NME_inter-pupil (%, Full)· 2017-11-17
4.04
best: 7.01 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753

Music9 results

Facial Recognition and ModellingonAFLW-19
AUC_box@0.07 (%, Full)· 2017-11-17
53.5
best: 81.8 (FiFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and ModellingonAFLW-19
NME_box (%, Full)· 2017-11-17
3.56
best: 4.04 (SAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and Modellingon300W
NME_inter-pupil (%, Challenge)· 2017-11-17
7.18
best: 10.59 (3DDFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and ModellingonWFLW
AUC@10 (inter-ocular)· 2017-11-17
55.4
best: 63.81 (SH-FAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and ModellingonWFLW
FR@10 (inter-ocular)· 2017-11-17
6
best: 35.24 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and ModellingonWFLW
NME (inter-ocular)· 2017-11-17
5.11
best: 11.13 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and ModellingonAFLW-19
NME_diag (%, Full)· 2017-11-17
1.65
best: 3.92 (CFSS)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and Modellingon300W
NME_inter-pupil (%, Common)· 2017-11-17
3.27
best: 6.15 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
Facial Recognition and Modellingon300W
NME_inter-pupil (%, Full)· 2017-11-17
4.04
best: 7.01 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753

Methodology9 results

3Don300W
NME_inter-pupil (%, Challenge)· 2017-11-17
7.18
best: 10.59 (3DDFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3DonAFLW-19
AUC_box@0.07 (%, Full)· 2017-11-17
53.5
best: 81.8 (FiFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3DonAFLW-19
NME_box (%, Full)· 2017-11-17
3.56
best: 4.04 (SAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3DonWFLW
AUC@10 (inter-ocular)· 2017-11-17
55.4
best: 63.81 (SH-FAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3DonWFLW
FR@10 (inter-ocular)· 2017-11-17
6
best: 35.24 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3DonWFLW
NME (inter-ocular)· 2017-11-17
5.11
best: 11.13 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3Don300W
NME_inter-pupil (%, Common)· 2017-11-17
3.27
best: 6.15 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3Don300W
NME_inter-pupil (%, Full)· 2017-11-17
4.04
best: 7.01 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3DonAFLW-19
NME_diag (%, Full)· 2017-11-17
1.65
best: 3.92 (CFSS)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753

Medical9 results

3D Face ModellingonAFLW-19
AUC_box@0.07 (%, Full)· 2017-11-17
53.5
best: 81.8 (FiFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ModellingonAFLW-19
NME_box (%, Full)· 2017-11-17
3.56
best: 4.04 (SAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face Modellingon300W
NME_inter-pupil (%, Challenge)· 2017-11-17
7.18
best: 10.59 (3DDFA)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ModellingonWFLW
AUC@10 (inter-ocular)· 2017-11-17
55.4
best: 63.81 (SH-FAN)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ModellingonWFLW
FR@10 (inter-ocular)· 2017-11-17
6
best: 35.24 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ModellingonWFLW
NME (inter-ocular)· 2017-11-17
5.11
best: 11.13 (ESR)
SOTA
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face ModellingonAFLW-19
NME_diag (%, Full)· 2017-11-17
1.65
best: 3.92 (CFSS)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face Modellingon300W
NME_inter-pupil (%, Common)· 2017-11-17
3.27
best: 6.15 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753
3D Face Modellingon300W
NME_inter-pupil (%, Full)· 2017-11-17
4.04
best: 7.01 (3DDFA)
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks arXiv:1711.06753