Deep Regression for Face Alignment

Learning representations by back-propagating errors

David E Rumelhart, Geoffrey E Hinton, and Ronald J Williams · 1988

Earlier work this paper cites.

Feature extraction from faces using deformable templates

Alan L Yuille, Peter W Hallinan, and David S Cohen · 1992

Earlier work this paper cites.

Active shape models-their training and application

Timothy F Cootes, Christopher J Taylor, David H Cooper, and Jim Graham · 1995

Earlier work this paper cites.

Xm2vtsdb: The extended m2vts database

Kieron Messer, Jiri Matas, Josef Kittler, Juergen Luettin, and Gilbert Maitre · 1999

Earlier work this paper cites.

Active appearance models

Timothy F Cootes, Gareth J Edwards, Christopher J Taylor, et al · 2001

Earlier work this paper cites.

Distinctive image features from scale-invariant keypoints

David G Lowe · 2004

Earlier work this paper cites.

Active appearance models revisited

Iain Matthews and Simon Baker · 2004

Earlier work this paper cites.

Histograms of oriented gradients for human detection

Navneet Dalal and Bill Triggs · 2005

Earlier work this paper cites.

Integral histogram: A fast way to extract histograms in cartesian spaces

Fatih Porikli · 2005

Earlier work this paper cites.

Boosted regression active shape models

David Cristinacce and Timothy F Cootes · 2007

Earlier work this paper cites.

Precise detailed detection of faces and facial features

Liya Ding and Aleix M Martinez · 2008

Cited alongside, same era.

Face alignment via component-based discriminative search

Lin Liang, Rong Xiao, Fang Wen, and Jian Sun · 2008

Cited alongside, same era.

Cascaded pose regression

Piotr Dollár, Peter Welinder, and Pietro Perona · 2010

Cited alongside, same era.

Daisy: An efficient dense descriptor applied to wide-baseline stereo

Engin Tola, Vincent Lepetit, and Pascal Fua · 2010

Cited alongside, same era.

Localizing parts of faces using a consensus of exemplars

Peter N Belhumeur, David W Jacobs, D Kriegman, and Neeraj Kumar · 2011

Cited alongside, same era.

Improving neural networks by preventing co-adaptation of feature detectors

Original

Geoffrey E Hinton, Nitish Srivastava, Alex Krizhevsky, Ilya Sutskever, and Ruslan R Salakhutdinov · 2012

Face detection, pose estimation, and landmark localization in the wild

Xiangxin Zhu and Deva Ramanan · 2012

Later among the works it cites.

Robust face landmark estimation under occlusion

Xavier P Burgos-Artizzu, Pietro Perona, and Piotr Dollár · 2013

Later among the works it cites.

A semi-automatic methodology for facial landmark annotation

Christos Sagonas, Georgios Tzimiropoulos, Stefanos Zafeiriou, and Maja Pantic · 2013

Later among the works it cites.

Deep convolutional network cascade for facial point detection

Yi Sun, Xiaogang Wang, and Xiaoou Tang · 2013

Later among the works it cites.

On the importance of initialization and momentum in deep learning

Ilya Sutskever, James Martens, George Dahl, and Geoffrey Hinton · 2013

Later among the works it cites.

Supervised descent method and its applications to face alignment

Xuehan Xiong and Fernando De la Torre · 2013