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Reconstructing detailed dynamic face geometry from monocular video

Pablo Garrido, Levi Valgaert, Chenglei Wu, Christian Theobalt
2013 ACM Transactions on Graphics  
Right: Applying texture to the mesh and overlaying it with the input video using the estimated lighting to give the impression of virtual face make-up.  ...  Abstract Detailed facial performance geometry can be reconstructed using dense camera and light setups in controlled studios.  ...  Acknowledgements We gratefully acknowledge all our actors for their participation in the recordings and thank the reviewers for their helpful comments.  ... 
doi:10.1145/2508363.2508380 fatcat:t7zwbhyy7bgltihjpgzym6rmjq

Realtime Dynamic 3D Facial Reconstruction for Monocular Video In-the-Wild

Shuang Liu, Zhao Wang, Xiaosong Yang, Jianjun Zhang
2017 2017 IEEE International Conference on Computer Vision Workshops (ICCVW)  
With the increasing amount of videos recorded using 2D mobile cameras, the technique for recovering the 3D dynamic facial models from these monocular videos has become a necessity for many image and video  ...  To address this problem we present a novel method for realtime dynamic 3D facial tracking and reconstruction from videos captured in uncontrolled environments.  ...  Acknowledgement We would like to thank Kun Zhou for providing the Face-Warehouse dataset. The research leading to these results has received funding from the People Programme (  ... 
doi:10.1109/iccvw.2017.97 dblp:conf/iccvw/LiuWYZ17 fatcat:ulhg7jjizfdzvc3zsasjjec6xy

The Photometric Stereo Approach and the Visualization of 3D Face Reconstruction

Muhammad Sajid Khan, Zabeeh Ullah, Maria Shahid, Zohaib Arshad, Sobia Yousaf
2019 International Journal of Advanced Computer Science and Applications  
In this paper, we extend the approach of the photometric stereo and provide the human face reconstruction in three dimensional. The proposed method consists of two steps.  ...  Secondly it provides the selection of minimum six features and where iris process to generate the 3D face.  ...  advanced binocular vision.  ... 
doi:10.14569/ijacsa.2019.0100229 fatcat:i5qy47saozguxg2oorylcf4hw4

Discriminative Representation Combinations for Accurate Face Spoofing Detection [article]

Xiao Song, Xu Zhao, Liangji Fang, Tianwei Lin
2018 arXiv   pre-print
Finally we design a descriptor called template face matched binocular depth (TFBD) feature to characterize stereo structures of real and fake faces.  ...  Secondly, we use a simple score fusion strategy to combine face structure cues (TFBD) with local micro-texture features (SPMT).  ...  For both real and fake faces, intra-class difference of stereo structure is quite large due to various poses.  ... 
arXiv:1808.08802v2 fatcat:azuig2vwbnbbfppgnmiqlt5kci

Robust and Accurate Algorithm for Wearable Stereoscopic Augmented Reality with Three Indistinguishable Markers

Fabrizio Cutolo, Cinzia Freschi, Stefano Mascioli, Paolo Parchi, Mauro Ferrari, Vincenzo Ferrari
2016 Electronics  
Video-based tracking methods using monochromatic markers are robust to non-controllable and/or inconsistent lighting conditions.  ...  The two-stage camera pose estimation algorithm provides sub-pixel registration accuracy.  ...  ., and F.C. set the requirements for the new wearable solution for AR-based image-guided surgery.  ... 
doi:10.3390/electronics5030059 fatcat:mfvumtholrephnpvgm337iwbjq

Towards Monocular Neural Facial Depth Estimation: Past, Present, and Future

Faisal Khan, Muhammad Ali Farooq, Waseem Shariff, Shubhajit Basak, Peter Corcoran
2022 IEEE Access  
In addition, an SoA neural model for facial depth estimation is proposed, along with a detailed comparison evaluation and, where feasible, direct comparison of facial depth estimation methods to serve  ...  The results prove that the trained network outperforms current state-of-the-art networks performances, thus setting up a new baseline method for facial depth estimations.  ...  is binocular and therefore only one stereo pair is used.  ... 
doi:10.1109/access.2022.3158950 fatcat:q3ocwmmvpzhmbm4jamqackj4em

Analysis of 3D Face Reconstruction

S. Hassan Amin, Duncan Gillies
2007 14th International Conference on Image Analysis and Processing (ICIAP 2007)  
Previous methods use qualitative methods such as visual analysis, and face recognition rates for evaluating reconstruction accuracy.  ...  The existing reconstruction methods use the optical flow method for establishing 3D correspondence. The resulting 3D face database is used to create a statistical shape model.  ...  Computer vision techniques were used for pose estimation (position, orientation, and focal length) for each of the camera views.  ... 
doi:10.1109/iciap.2007.4362813 dblp:conf/iciap/AminG07 fatcat:xzso4kbgcjbmxicgx7cx32xwdy

CNN-based Real-time Dense Face Reconstruction with Inverse-rendered Photo-realistic Face Images

Yudong Guo, Juyong Zhang, Jianfei Cai, Boyi Jiang, Jianmin Zheng
2018 IEEE Transactions on Pattern Analysis and Machine Intelligence  
Moreover, our method is robust to pose, expression and lighting due to the diversity of data.  ...  The networks are trained for real-time detailed 3D face reconstruction from monocular video as well as from a single image.  ...  We use the face alignment method [28] to detect facial landmarks as the input of [61] .  ... 
doi:10.1109/tpami.2018.2837742 pmid:29994297 fatcat:qmw5eja6yrhefbtfkjvwnim6we

Appearance-based Gaze Estimation With Deep Learning: A Review and Benchmark [article]

Yihua Cheng, Haofei Wang, Yiwei Bao, Feng Lu
2021 arXiv   pre-print
This paper not only serves as a reference to develop deep learning-based gaze estimation methods but also a guideline for future gaze estimation research.  ...  However, it lacks a guideline for designing deep learning algorithms for gaze estimation tasks.  ...  Palmero et al. use facial images, binocular images and facial landmarks to generate the feature vectors [66] .  ... 
arXiv:2104.12668v1 fatcat:w5wj7be33jhx7oezuepptph4i4

A Taxonomy of Vision Systems for Ground Mobile Robots

Jesus Martinez-Gomez, Antonio Fernandez-Caballero, Ismael Garcia-Varea, Luis Rodriguez, Cristina Romero-Gonzalez
2014 International Journal of Advanced Robotic Systems  
The taxonomy described is devised from a novel perspective, namely in order to respond to the main questions posed when designing robotic vision systems: why?, what for?, what with?, how?, and where?  ...  This paper introduces a taxonomy of vision systems for ground mobile robots. In the last five years, a significant number of relevant papers have contributed to this subject.  ...  Other objects like car wheels are also used as landmarks for pose estimation [68] .  ... 
doi:10.5772/58900 fatcat:ydrtcuwnbrbhdgjxmw3rhfa7oi

CNN-based Real-time Dense Face Reconstruction with Inverse-rendered Photo-realistic Face Images [article]

Yudong Guo, Juyong Zhang, Jianfei Cai, Boyi Jiang, Jianmin Zheng
2018 arXiv   pre-print
Moreover, our method is robust to pose, expression and lighting due to the diversity of data.  ...  The networks are trained for real-time detailed 3D face reconstruction from monocular video as well as from a single image.  ...  We use the face alignment method [23] to detect facial landmarks as the input of [54] .  ... 
arXiv:1708.00980v3 fatcat:uh53qon4unhmtlf7an2tdf3l6m

Guest Editors' Introduction to the Special Issue on RGB-D Vision: Methods and Applications

Mohammed Bennamoun, Yulan Guo, Federico Tombari, Kamal Youcef-Toumi, Ko Nishino
2020 IEEE Transactions on Pattern Analysis and Machine Intelligence  
As guest editors of this special issue on "RGB-D Vision: Methods and Applications", we were happy to receive 76 submissions to our special issue.  ...  Ç R GB-D vision is an emerging research topic in computer vision, with a number of applications in robotics, entertainment, biometrics and multimedia.  ...  The paper "Progressive Fusion for Unsupervised Binocular Depth Estimation Using Cycled Networks" by A. Pilzer, S. Lathuili ere, D. Xu, M. M. Puscas, E. Ricci, and N.  ... 
doi:10.1109/tpami.2020.2976227 fatcat:dqt5dt3ymnesfikmgu2sxffdcu

A Review and Analysis of Eye-Gaze Estimation Systems, Algorithms and Performance Evaluation Methods in Consumer Platforms

Anuradha Kar, Peter Corcoran
2017 IEEE Access  
Several generic eye gaze use-cases are identified: desktop, TV, head-mounted, automotive and handheld devices.  ...  In this paper a review is presented of the research on eye gaze estimation techniques and applications, that has progressed in diverse ways over the past two decades.  ...  Claudia Costache for reviewing and providing their valuable feedback on the manuscript.  ... 
doi:10.1109/access.2017.2735633 fatcat:pwicvsix3berjmktz3my3lahga

Card3DFace—An Application to Enhance 3D Visual Validation in ID Cards and Travel Documents

Leandro Dihl, Leandro Cruz, Nuno Gonçalves
2021 Applied Sciences  
The image acquisition is achieved with a regular consumer 3D camera, either using plenoptic, stereo or time-of-flight technologies.  ...  The results of the experiments performed with polycarbonate ID cards show that this end-to-end system is able to produce cards with realistic 3D visualization effects for humans.  ...  The proposed method uses a parametric face model that spans a PCA space of facial identities, face poses and corresponding skin albedo.  ... 
doi:10.3390/app11198821 fatcat:koivo4ebjjcwvi3baa5vepcdkq

Robust Real-Time Multi-View Eye Tracking [article]

Nuri Murat Arar, Jean-Philippe Thiran
2018 arXiv   pre-print
The features extracted on various appearances are then used for estimating multiple gaze outputs.  ...  Despite significant advances in improving the gaze tracking accuracy under controlled conditions, the tracking robustness under real-world conditions, such as large head pose and movements, use of eyeglasses  ...  Localization of facial landmarks were performed using a supervised descent method (SDM)-based face tracker.  ... 
arXiv:1711.05444v2 fatcat:kyb2hdh5rzhcxfmr326did3gze
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