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Unsupervised Facial Landmark Detection On 1

Metrics

NME

Results

Performance results of various models on this benchmark

Model Name	NME	Paper Title	Repository
FSE	6.67	Unsupervised learning of object landmarks by factorized spatial embeddings
Thewlis2017unsupervised	6.32	Unsupervised learning of object landmarks by factorized spatial embeddings
DEIL	4.02	Unsupervised learning of object frames by dense equivariant image labelling	-
Deep Latent Particles	2.43	Unsupervised Image Representation Learning with Deep Latent Particles
LatentKeypointGAN	5.85	LatentKeypointGAN: Controlling Images via Latent Keypoints
AutoLink	3.54	AutoLink: Self-supervised Learning of Human Skeletons and Object Outlines by Linking Keypoints
FAB-Net	3.44	Self-supervised learning of a facial attribute embedding from video
Deforming Autoencoders	5.45	Deforming Autoencoders: Unsupervised Disentangling of Shape and Appearance
Conditional Image Generation	2.54	Unsupervised Learning of Object Landmarks through Conditional Image Generation
TCDCN	7.95	Learning Deep Representation for Face Alignment with Auxiliary Attributes	-
LMDIS-REP	3.15	Unsupervised Discovery of Object Landmarks as Structural Representations
Lorenz2019unsupervised	3.24	Unsupervised Part-Based Disentangling of Object Shape and Appearance
DVE	2.86	Unsupervised Learning of Landmarks by Descriptor Vector Exchange	-

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