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A Multiresolution 3D Morphable Face Model and Fitting Framework

Patrik Huber, Guosheng Hu, Rafael Tena, Pouria Mortazavian, Willem P. Koppen, William J. Christmas, Matthias Rätsch, Josef Kittler
2016 Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications  
They consists of a PCA model of face shape and colour information and allow to reconstruct a 3D face from a single 2D image. 3D Morphable Face Models are used for 3D head pose estimation, face analysis  ...  3D Morphable Face Models are a powerful tool in computer vision.  ...  ACKNOWLEDGEMENTS Partial support from the BEAT project (European Union's Seventh Framework Programme, grant agreement 284989) and the EPSRC Programme Grant EP/N007743/1 is gratefully acknowledged.  ... 
doi:10.5220/0005669500790086 dblp:conf/visapp/HuberHTMKCRK16 fatcat:tmoyj54udfda3jdt6xfvwtbcgi

A facial symmetry prior for improved illumination fitting of 3D morphable model

Guosheng Hu, Pouria Mortazavian, Josef Kittler, William Christmas
2013 2013 International Conference on Biometrics (ICB)  
3D face reconstruction from a single 2D image can be performed using a 3D Morphable Model (3DMM) in an analysis-by-synthesis approach. However, the reconstruction is an ill-posed problem.  ...  The facial symmetry constraint is incorporated in a multi-feature optimisation framework, which realises the fitting process.  ...  Introduction The 3D morphable model (3DMM) is a well-known tool for 3D face reconstruction from a single 2D input image [1, 2] .  ... 
doi:10.1109/icb.2013.6613000 dblp:conf/icb/HuMKC13 fatcat:7dxql6nq4bgvzffpjuf6soo2ne

Prediction of Individual Non-Linear Aging Trajectories of Faces

K. Scherbaum, M. Sunkel, H.-P. Seidel, V. Blanz
2007 Computer graphics forum (Print)  
Represented in a Morphable Model, 3D faces follow curved trajectories in face space as they age.  ...  To apply the aging prediction to images of faces, we reconstruct a 3D model from the input image, apply the aging transformation on both shape and texture, and then render the face back into the same image  ...  We reconstructed a 3D model of his face by fitting the Morphable Model to his face (B).  ... 
doi:10.1111/j.1467-8659.2007.01050.x fatcat:dmxdnowc6fauba2kxjt7thbit4

Robust face recognition by an albedo based 3D morphable model

Guosheng Hu, Chi Ho Chan, Fei Yan, William Christmas, Josef Kittler
2014 IEEE International Joint Conference on Biometrics  
The 3D Morphable Model (3DMM) approach is one of the effective methods for pose and illumination invariant face recognition.  ...  Unlike the traditional idea of separating the albedo and illumination contributions using a 3DMM, we propose a novel Albedo Based 3D Morphable Model (AB3DMM), which removes the illumination component from  ...  Conclusions We proposed a AB3DMM (Albedo Based 3D Morphable Model) and its fitting strategy, for face recognition under pose and illumination changes.  ... 
doi:10.1109/btas.2014.6996223 dblp:conf/icb/HuCYCK14 fatcat:omuw3is3gjc5vhybebvhjaywnu

Expression invariant 3D face recognition with a Morphable Model

Brian Amberg, Reinhard Knothe, Thomas Vetter
2008 2008 8th IEEE International Conference on Automatic Face & Gesture Recognition  
We describe an expression-invariant method for face recognition by fitting an identity/expression separated 3D Morphable Model to shape data.  ...  The fitting is performed with a robust nonrigid ICP algorithm. It is able to perform face recognition in a fully automated scenario and on noisy data.  ...  This work was supported in part by a grant from Microsoft Research and the Swiss National Science Foundation (200021-103814 and NCCR COME project 5005-66380).  ... 
doi:10.1109/afgr.2008.4813376 dblp:conf/fgr/AmbergKV08 fatcat:6qxgwlihmndflfkubprbgewe2e

Novel Architecture for 3D model in virtual communities from detected face [article]

Vibekananda Dutta, Dr Nishtha Kesswani, Deepti Gahalot
2012 arXiv   pre-print
In this research paper we suggest how to extract a face from an image, modify it, characterize it in terms of high-level properties, and apply it to the creation of a personalized avatar.  ...  In this research work we tested, we implemented the algorithm on several hundred facial images, including many taken under uncontrolled acquisition conditions, and found to exhibit satisfactory performance  ...  b) 3D model avatar Maker Before having implemented the 3D model Avatar generation with the Table : : Performance comparison of different dataset with avatar generation systemUsing Morphable model  ... 
arXiv:1210.6157v1 fatcat:5p7jxbogjzcjzcz74ld5l7f2aq

Differential coordinates for local mesh morphing and deformation

Marc Alexa
2003 The Visual Computer  
Differential coordinates also prove useful for free-form modeling of meshes.  ...  We investigate the idea of describing mesh geometry in a differential way. These differential coordinates describe local properties of the geometry rather than the absolute position in space.  ...  Thanks to Daniel Cohen-Or, Craig Gotsman, Jarek Rossignac, Luis Velho for their stimulating work and helpful discussions.  ... 
doi:10.1007/s00371-002-0180-0 fatcat:hm5y5vu54rc6pct2fychkqvjmu

2D-3D Mixed Face Recognition Schemes [chapter]

Antonio Rama, Francesc Tarrs, Jrgen Rurainsky, Peter Eisert
2008 Recent Advances in Face Recognition  
This last category can be enclosed in a 2D-3D mixed face recognition framework. 3D model-based approaches use complete morphable 3D models of a face to perform the recognition [Beymer95, Georghiades01,  ...  First, a generic 3D morphable model is learned and created from a set of textured 3D scans (depth and texture maps) of heads.  ... 
doi:10.5772/6398 fatcat:jctpglfpnbfppf74ya3rm4ufcq

Pose invariant facial component-landmark detection

B. Efraty, M. Papadakis, A. Profitt, S. Shah, I.A. Kakadiaris
2011 2011 18th IEEE International Conference on Image Processing  
Specifically, we address the variation due to extreme pose and illumination. To achieve robust detection for extreme poses, we use a set of independent pose and landmark specific detectors.  ...  In addition, we incorporate a multi-view representation based on an aspect graph approach. The performance of our algorithm is assessed using data from a publicly available database.  ...  [5] proposed a 3D morphable model incorporating shape and texture fit to the 2D image using optical flow.  ... 
doi:10.1109/icip.2011.6116612 dblp:conf/icip/EfratyPPSK11 fatcat:c3xjp2httjdotf5vtt2r6zezvy

Markov Chain Monte Carlo for Automated Face Image Analysis

Sandro Schönborn, Bernhard Egger, Andreas Morel-Forster, Thomas Vetter
2016 International Journal of Computer Vision  
We present a novel fully probabilistic method to interpret a single face image with the 3D Morphable Model.  ...  fitting · Morphable Model · Generative models · Top-down and bottom-up integration  ...  We present and evaluate the probabilistic fitter with the 3D Morphable Model (3DMM) for face reconstruction from a single image.  ... 
doi:10.1007/s11263-016-0967-5 fatcat:flahwoczofaapaiost43weu6we

The space of human body shapes

Brett Allen, Brian Curless, Zoran Popović
2003 ACM Transactions on Graphics  
Shown here are several range scans that have been hole-filled and fit to a common parameterization using our framework.  ...  analysis to modify multiple correlated parameters (such as the weight and height of an individual), and transfer of surface detail and animation controls from a template to fitted models.  ...  In this paper, we propose a method for creating a whole-body morphable model based on 3D scanned examples in the spirit of Blanz and Vetter's morphable face model [1999] .  ... 
doi:10.1145/882262.882311 fatcat:qagcenwgejgg3ano2uudusbqee

The space of human body shapes

Brett Allen, Brian Curless, Zoran Popović
2003 ACM SIGGRAPH 2003 Papers on - SIGGRAPH '03  
Shown here are several range scans that have been hole-filled and fit to a common parameterization using our framework.  ...  analysis to modify multiple correlated parameters (such as the weight and height of an individual), and transfer of surface detail and animation controls from a template to fitted models.  ...  In this paper, we propose a method for creating a whole-body morphable model based on 3D scanned examples in the spirit of Blanz and Vetter's morphable face model [1999] .  ... 
doi:10.1145/1201775.882311 fatcat:g2bcz44szvbd3d5snlzyoclqua

3D Morphable Face Models – Past, Present and Future [article]

Bernhard Egger, William A. P. Smith, Ayush Tewari, Stefanie Wuhrer, Michael Zollhoefer, Thabo Beeler, Florian Bernard, Timo Bolkart, Adam Kortylewski, Sami Romdhani, Christian Theobalt, Volker Blanz (+1 others)
2020 arXiv   pre-print
In this paper, we provide a detailed survey of 3D Morphable Face Models over the 20 years since they were first proposed.  ...  The challenges in building and applying these models, namely capture, modeling, image formation, and image analysis, are still active research topics, and we review the state-of-the-art in each of these  ...  ACKNOWLEDGMENTS This survey paper was initiated at the Dagstuhl Seminar 19102 on 3D Morphable Models ] and contains ideas resulting from discussions at this seminar.  ... 
arXiv:1909.01815v2 fatcat:g3wtdppy7ze3dildi6a3siq4qy

Pose-invariant face recognition by matching on multi-resolution MRFs linked by supercoupling transform

Shervin Rahimzadeh Arashloo, Josef Kittler, William J. Christmas
2011 Computer Vision and Image Understanding  
Recognition of faces in arbitrary pose is addressed in this paper.  ...  Next, by taking advantage of a statistical shape prior for the matching, the results are regularized and constrained, making the system robust to spurious structures and outliers.  ...  A commonly adopted method in the context of pose-invariant face recognition is to employ 3D models, the most well known one in this category being the 3D morphable model [19] .  ... 
doi:10.1016/j.cviu.2010.12.006 fatcat:qk6fbjprgngmvbc7u4dijceaku

Representation, Analysis, and Recognition of 3D Humans

Stefano Berretti, Mohamed Daoudi, Pavan Turaga, Anup Basu
2018 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)  
The usual framework for analysis and recognition of 3D body and face comprises the following steps. 3D data is typically noisy and irregularly formed so that some preprocessing is first applied.  ...  We summarize some of the most successful 3D descriptors, and outline how they have been used in the modeling of body and face.  ...  Such a model can allow either to generate new face instances or deform and fit to 2D/3D target faces.  ... 
doi:10.1145/3182179 fatcat:ds55t4md2na2tibtyg4llerf3q
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