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We propose real-time, six degrees of freedom (6DoF), 3D face pose estimation without face detection or landmark localization.
Model-based object pose in 25 lines of code
Daniel F Dementhon and Larry S Davis · 1995
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Active appearance models
Timothy F Cootes, Gareth J Edwards, and Christopher J Taylor · 1998
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Introductory techniques for 3-D computer vision
Emanuele Trucco and Alessandro Verri · 1998
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Computer vision: a modern approach
David A Forsyth and Jean Ponce · 2002
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Multiple view geometry in computer vision
Richard Hartley and Andrew Zisserman · 2003
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Learning object detection from a small number of examples: the importance of good features
Kobi Levi and Yair Weiss · 2004
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Synergistic face detection and pose estimation with energy-based models
Margarita Osadchy, Matthew Miller, and Yann Cun · 2004
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Robust real-time face detection
Paul Viola and Michael J Jones · 2004
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Histograms of oriented gradients for human detection
Navneet Dalal and Bill Triggs · 2005
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Generic face alignment using boosted appearance model
Xiaoming Liu · 2007
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Synergistic face detection and pose estimation with energy-based models
Margarita Osadchy, Yann Le Cun, and Matthew L Miller · 2007
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Epnp: An accurate o (n) solution to the pnp problem
Vincent Lepetit, Francesc Moreno-Noguer, and Pascal Fua · 2009
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Computer vision: algorithms and applications
Richard Szeliski · 2010
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Annotated facial landmarks in the wild: A large-scale, real-world database for facial landmark localization
Martin Koestinger, Paul Wohlhart, Peter M Roth, and Horst Bischof · 2011
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Face recognition in unconstrained videos with matched background similarity
Lior Wolf, Tal Hassner, and Itay Maoz · 2011
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Face detection, pose estimation, and landmark localization in the wild
Xiangxin Zhu and Deva Ramanan · 2012
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Robust face landmark estimation under occlusion
Xavier P Burgos-Artizzu, Pietro Perona, and Piotr Dollár · 2013
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Random forests for real time 3d face analysis
Gabriele Fanelli, Matthias Dantone, Juergen Gall, Andrea Fossati, and Luc Van Gool · 2013
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Viewing real-world faces in 3d
Tal Hassner · 2013
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300 faces in-the-wild challenge: The first facial landmark localization challenge
Christos Sagonas, Georgios Tzimiropoulos, Stefanos Zafeiriou, and Maja Pantic · 2013
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Deep convolutional network cascade for facial point detection
Yi Sun, Xiaogang Wang, and Xiaoou Tang · 2013
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Learn to combine multiple hypotheses for accurate face alignment
Junjie Yan, Zhen Lei, Dong Yi, and Stan Li · 2013
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Face alignment by explicit shape regression
Xudong Cao, Yichen Wei, Fang Wen, and Jian Sun · 2014
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One millisecond face alignment with an ensemble of regression trees
Vahid Kazemi and Josephine Sullivan · 2014
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Euler–rodrigues formula variations, quaternion conjugation and intrinsic connections
Jian S Dai · 2015
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Object detection via a multi-region and semantic segmentation-aware CNN model
Spyros Gidaris and Nikos Komodakis · 2015
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Effective face frontalization in unconstrained images
Tal Hassner, Shai Harel, Eran Paz, and Roee Enbar · 2015
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Faster r-cnn: Towards real-time object detection with region proposal networks
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun · 2015
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R-fcn: Object detection via region-based fully convolutional networks
Jifeng Dai, Yi Li, Kaiming He, and Jian Sun · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Ssd: Single shot multibox detector
Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, and Alexander C Berg · 2016
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Do we really need to collect millions of faces for effective face recognition?
Iacopo Masi, Anh Tuan Tran, Tal Hassner, Jatuporn Toy Leksut, and Gérard Medioni · 2016
Cited alongside, same era.
Yolo9000: Better, faster, stronger
Joseph Redmon and Ali Farhadi · 2016
Cited alongside, same era.
Wider face: A face detection benchmark
Shuo Yang, Ping Luo, Chen-Change Loy, and Xiaoou Tang · 2016
Cited alongside, same era.
Face alignment across large poses: A 3d solution
Xiangyu Zhu, Zhen Lei, Xiaoming Liu, Hailin Shi, and Stan Z Li · 2016
Cited alongside, same era.
How far are we from solving the 2d & 3d face alignment problem? (and a dataset of 230,000 3d facial landmarks)
Adrian Bulat and Georgios Tzimiropoulos · 2017
Cited alongside, same era.
FacePoseNet: Making a case for landmark-free face alignment
Cosface: Large margin cosine loss for deep face recognition
Hao Wang, Yitong Wang, Zheng Zhou, Xing Ji, Dihong Gong, Jingchao Zhou, Zhifeng Li, and Wei Liu · 2018
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Face detection using improved faster rcnn
Changzheng Zhang, Xiang Xu, and Dandan Tu · 2018
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A modulation module for multi-task learning with applications in image retrieval
Xiangyun Zhao, Haoxiang Li, Xiaohui Shen, Xiaodan Liang, and Ying Wu · 2018
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Deep, landmark-free FAME: Face alignment, modeling, and expression estimation
Feng-Ju Chang, Anh Tuan Tran, Tal Hassner, Iacopo Masi, Ram Nevatia, and Gérard Medioni · 2019
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Selective refinement network for high performance face detection
Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z Li, and Xudong Zou · 2019
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Feng-Ju Chang, Anh Tuan Tran, Tal Hassner, Iacopo Masi, Ram Nevatia, and Gerard Medioni · 2017
Cited alongside, same era.
Face detection, bounding box aggregation and pose estimation for robust facial landmark localisation in the wild
Zhen-Hua Feng, Josef Kittler, Muhammad Awais, Patrik Huber, and Xiao-Jun Wu · 2017
Cited alongside, same era.
Accurate 3d face reconstruction via prior constrained structure from motion
Matthias Hernandez, Tal Hassner, Jongmoo Choi, and Gerard Medioni · 2017
Cited alongside, same era.
Kepler: Keypoint and pose estimation of unconstrained faces by learning efficient h-cnn regressors
Amit Kumar, Azadeh Alavi, and Rama Chellappa · 2017
Cited alongside, same era.
Feature pyramid networks for object detection
Tsung-Yi Lin, Piotr Dollár, Ross Girshick, Kaiming He, Bharath Hariharan, and Serge Belongie · 2017
Cited alongside, same era.
Fully-adaptive feature sharing in multi-task networks with applications in person attribute classification
Yongxi Lu, Abhishek Kumar, Shuangfei Zhai, Yu Cheng, Tara Javidi, and Rogerio Feris · 2017
Cited alongside, same era.
Rapid synthesis of massive face sets for improved face recognition
Iacopo Masi, Tal Hassner, Anh Tuân Tran, and Gérard Medioni · 2017
Cited alongside, same era.
DeCaFA: deep convolutional cascade for face alignment in the wild
Arnaud Dapogny, Kevin Bailly, and Matthieu Cord · 2019
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Arcface: Additive angular margin loss for deep face recognition
Jiankang Deng, Jia Guo, Niannan Xue, and Stefanos Zafeiriou · 2019
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Precise detection in densely packed scenes
Eran Goldman, Roei Herzig, Aviv Eisenschtat, Jacob Goldberger, and Tal Hassner · 2019
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Lffd: A light and fast face detector for edge devices
Yonghao He, Dezhong Xu, Lifang Wu, Meng Jian, Shiming Xiang, and Chunhong Pan · 2019
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Deep head pose estimation using synthetic images and partial adversarial domain adaption for continuous label spaces
Felix Kuhnke and Jorn Ostermann · 2019
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DSFD: dual shot face detector
Jian Li, Yabiao Wang, Changan Wang, Ying Tai, Jianjun Qian, Jian Yang, Chengjie Wang, Jilin Li, and Feiyue Huang · 2019
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Face-specific data augmentation for unconstrained face recognition
Iacopo Masi, Anh Tuan Tran, Tal Hassner, Gozde Sahin, and Gérard Medioni · 2019
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Fsgan: Subject agnostic face swapping and reenactment
Yuval Nirkin, Yosi Keller, and Tal Hassner · 2019
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Transferability and hardness of supervised classification tasks
Anh T Tran, Cuong V Nguyen, and Tal Hassner · 2019
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Facial landmark detection: A literature survey
Yue Wu and Qiang Ji · 2019
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Fsa-net: Learning fine-grained structure aggregation for head pose estimation from a single image
Tsun-Yi Yang, Yi-Ting Chen, Yen-Yu Lin, and Yung-Yu Chuang · 2019
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Fast face detection on mobile devices by leveraging global and local facial characteristics
Heming Zhang, Xiaolong Wang, Jingwen Zhu, and C-C Jay Kuo · 2019
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Faceboxes: A cpu real-time and accurate unconstrained face detector
Shifeng Zhang, Xiaobo Wang, Zhen Lei, and Stan Z Li · 2019
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Is face recognition sexist? no, gendered hairstyles and biology are
Vítor Albiero and Kevin W. Bowyer · 2020
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How does gender balance in training data affect face recognition accuracy?
Vítor Albiero, Kai Zhang, and Kevin W. Bowyer · 2020
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3FabRec: Fast few-shot face alignment by reconstruction
Bjorn Browatzki and Christian Wallraven · 2020
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A vector-based representation to enhance head pose estimation
Zhiwen Cao, Zongcheng Chu, Dongfang Liu, and Yingjie Chen · 2020
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Retinaface: Single-shot multi-level face localisation in the wild
Jiankang Deng, Jia Guo, Evangelos Ververas, Irene Kotsia, and Stefanos Zafeiriou · 2020
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Improving head pose estimation using two-stage ensembles with top-k regression
Bin Huang, Renwen Chen, Wang Xu, and Qinbang Zhou · 2020
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Issues related to face recognition accuracy varying based on race and skin tone
K. S. Krishnapriya, Vítor Albiero, Kushal Vangara, Michael C. King, and Kevin W. Bowyer · 2020
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LUVLi face alignment: Estimating landmarks’ location, uncertainty, and visibility likelihood
Abhinav Kumar, Tim K Marks, Wenxuan Mou, Ye Wang, Michael Jones, Anoop Cherian, Toshiaki Koike-Akino, Xiaoming Liu, and Chen Feng · 2020
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A lightweight face detector by integrating the convolutional neural network with the image pyramid
Jiapeng Luo, Jiaying Liu, Jun Lin, and Zhongfeng Wang · 2020
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Self-supervised viewpoint learning from image collections
Siva Karthik Mustikovela, Varun Jampani, Shalini De Mello, Sifei Liu, Umar Iqbal, Carsten Rother, and Jan Kautz · 2020
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Deepfake detection based on the discrepancy between the face and its context
Yuval Nirkin, Lior Wolf, Yosi Keller, and Tal Hassner · 2020
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Asfd: Automatic and scalable face detector
Bin Zhang, Jian Li, Yabiao Wang, Ying Tai, Chengjie Wang, Jilin Li, Feiyue Huang, Yili Xia, Wenjiang Pei, and Rongrong Ji · 2020
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