3D on MAFL

Metric: NME (higher is better)

LeaderboardDataset

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#	Model↕	NME▼	Augmentations	Paper	Date↕	Code
1	TCDCN	7.95	No	Learning Deep Representation for Face Alignment ...	2014-08-18	-
2	FSE	6.67	No	Unsupervised learning of object landmarks by fac...	2017-05-05	Code
3	Thewlis2017unsupervised	6.32	No	Unsupervised learning of object landmarks by fac...	2017-05-05	Code
4	LatentKeypointGAN	5.85	No	LatentKeypointGAN: Controlling Images via Latent...	2021-03-29	Code
5	Deforming Autoencoders	5.45	No	Deforming Autoencoders: Unsupervised Disentangli...	2018-06-18	Code
6	DEIL	4.02	No	Unsupervised learning of object frames by dense ...	2017-06-09	-
7	AutoLink	3.54	No	AutoLink: Self-supervised Learning of Human Skel...	2022-05-21	Code
8	FAB-Net	3.44	No	Self-supervised learning of a facial attribute e...	2018-08-21	Code
9	Lorenz2019unsupervised	3.24	No	Unsupervised Part-Based Disentangling of Object ...	2019-03-16	Code
10	LMDIS-REP	3.15	No	Unsupervised Discovery of Object Landmarks as St...	2018-04-12	Code
11	DVE	2.86	No	Unsupervised Learning of Landmarks by Descriptor...	2019-08-18	Code
12	Conditional Image Generation	2.54	No	Unsupervised Learning of Object Landmarks throug...	2018-06-20	Code
13	Deep Latent Particles	2.43	No	Unsupervised Image Representation Learning with ...	2022-05-31	Code

#1TCDCNSOTA
7.95
NME· 2014-08-18
Learning Deep Representation for Face Alignment with Auxiliary Attributes
#2FSE
6.67
NME· 2017-05-05
Unsupervised learning of object landmarks by factorized spatial embeddings Code
#3Thewlis2017unsupervised
6.32
NME· 2017-05-05
Unsupervised learning of object landmarks by factorized spatial embeddings Code
#4LatentKeypointGAN
5.85
NME· 2021-03-29
LatentKeypointGAN: Controlling Images via Latent Keypoints Code
#5Deforming Autoencoders
5.45
NME· 2018-06-18
Deforming Autoencoders: Unsupervised Disentangling of Shape and Appearance Code
#6DEIL
4.02
NME· 2017-06-09
Unsupervised learning of object frames by dense equivariant image labelling
#7AutoLink
3.54
NME· 2022-05-21
AutoLink: Self-supervised Learning of Human Skeletons and Object Outlines by Linking Keypoints Code
#8FAB-Net
3.44
NME· 2018-08-21
Self-supervised learning of a facial attribute embedding from video Code
#9Lorenz2019unsupervised
3.24
NME· 2019-03-16
Unsupervised Part-Based Disentangling of Object Shape and Appearance Code
#10LMDIS-REP
3.15
NME· 2018-04-12
Unsupervised Discovery of Object Landmarks as Structural Representations Code
#11DVE
2.86
NME· 2019-08-18
Unsupervised Learning of Landmarks by Descriptor Vector Exchange Code
#12Conditional Image Generation
2.54
NME· 2018-06-20
Unsupervised Learning of Object Landmarks through Conditional Image Generation Code
#13Deep Latent Particles
2.43
NME· 2022-05-31
Unsupervised Image Representation Learning with Deep Latent Particles Code