Learning

2019

• On Learning 3D Face Morphable Model from In-the-wild Images
  Luan Tran, Xiaoming Liu
  IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 43, No. 1, pp.157-171, , Jun. 2019
  Bibtex | PDF | arXiv | Project Webpage | Code
@article{ on-learning-3d-face-morphable-model-from-in-the-wild-images,
  author = { Luan Tran and Xiaoming Liu },
  title = { On Learning 3D Face Morphable Model from In-the-wild Images },
  journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
  volume = { 43 },
  number = { 1 },
  month = { June },
  year = { 2019 },
  pages = { 157--171 },
}
• Towards High-fidelity Nonlinear 3D Face Morphable Model
  Luan Tran, Feng Liu, Xiaoming Liu
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, Jun. 2019
  Bibtex | PDF | arXiv | Poster | Project Webpage | Code
@inproceedings{ towards-high-fidelity-nonlinear-3d-face-morphable-model,
  author = { Luan Tran and Feng Liu and Xiaoming Liu },
  title = { Towards High-fidelity Nonlinear 3D Face Morphable Model },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Long Beach, CA },
  month = { June },
  year = { 2019 },
}

2018

• Representation Learning by Rotating Your Faces
  Luan Tran, Xi Yin, Xiaoming Liu
  IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 41, No. 12, pp.3007-3021, , Sep. 2018
  Bibtex | PDF | arXiv | Project Webpage | Code
@article{ representation-learning-by-rotating-your-faces,
  author = { Luan Tran and Xi Yin and Xiaoming Liu },
  title = { Representation Learning by Rotating Your Faces },
  journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
  volume = { 41 },
  number = { 12 },
  month = { September },
  year = { 2018 },
  pages = { 3007--3021 },
}
• Nonlinear 3D Face Morphable Model
  Luan Tran, Xiaoming Liu
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2018), Salt Lake City, UT, Jun. 2018 (Spotlight)
  Bibtex | PDF | arXiv | Poster | Project Webpage | Code
@inproceedings{ nonlinear-3d-face-morphable-model,
  author = { Luan Tran and Xiaoming Liu },
  title = { Nonlinear 3D Face Morphable Model },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Salt Lake City, UT },
  month = { June },
  year = { 2018 },
}

2017

• Disentangled Representation Learning GAN for Pose-Invariant Face Recognition
  Luan Tran, Xi Yin, Xiaoming Liu
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2017), Honolulu, HI, Jul. 2017 (Oral presentation)
  Bibtex | PDF | Project Webpage | Code
@inproceedings{ disentangled-representation-learning-gan-for-pose-invariant-face-recognition,
  author = { Luan Tran and Xi Yin and Xiaoming Liu },
  title = { Disentangled Representation Learning GAN for Pose-Invariant Face Recognition },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Honolulu, HI },
  month = { July },
  year = { 2017 },
}

2015

• Learning-based Ballistic Breech Face Impression Image Matching
  Joseph Roth, Andrew Carriveau, Xiaoming Liu, Anil Jain
  Proc. 7th IEEE Biometrics: Theory, Applications and Systems (BTAS 2015), Arlington, Virginia, Sep. 2015 (Oral Presentation)
  Bibtex | PDF
@inproceedings{ learning-based-ballistic-breech-face-impression-image-matching,
  author = { Joseph Roth and Andrew Carriveau and Xiaoming Liu and Anil Jain },
  title = { Learning-based Ballistic Breech Face Impression Image Matching },
  booktitle = { Proc. 7th IEEE Biometrics: Theory, Applications and Systems },
  address = { Arlington, Virginia },
  month = { September },
  year = { 2015 },
}

2014

• Transfer Learning with One-Class Data
  Jixu Chen, Xiaoming Liu
  Pattern Recognition Letters, Vol. 37, pp.32-49, , Feb. 2014
  Bibtex | PDF
@article{ transfer-learning-with-one-class-data,
  author = { Jixu Chen and Xiaoming Liu },
  title = { Transfer Learning with One-Class Data },
  journal = { Pattern Recognition Letters },
  volume = { 37 },
  month = { February },
  year = { 2014 },
  pages = { 32--49 },
}
• On Hair Recognition in the Wild by Machine
  Joseph Roth, Xiaoming Liu
  Proc. 28th AAAI Conference on Artificial Intelligence (AAAI 2014), Quebec City, Jul. 2014 (Acceptence rate 28%)
  Bibtex | PDF
@inproceedings{ on-hair-recognition-in-the-wild-by-machine,
  author = { Joseph Roth and Xiaoming Liu },
  title = { On Hair Recognition in the Wild by Machine },
  booktitle = { Proc. 28th AAAI Conference on Artificial Intelligence },
  address = { Quebec City },
  month = { July },
  year = { 2014 },
}
• On the Exploration of Joint Attribute Learning for Person Re-identification
  Joseph Roth, Xiaoming Liu
  Proc. 12th Asian Conference on Computer Vision (ACCV 2014), Singapore, Nov. 2014 (Acceptence rate 27%)
  Bibtex | PDF
@inproceedings{ on-the-exploration-of-joint-attribute-learning-for-person-re-identification,
  author = { Joseph Roth and Xiaoming Liu },
  title = { On the Exploration of Joint Attribute Learning for Person Re-identification },
  booktitle = { Proc. 12th Asian Conference on Computer Vision },
  address = { Singapore },
  month = { November },
  year = { 2014 },
}

2013

• Learning Person-specific Models for Facial Expression and Action Unit Recognition
  Jixu Chen, Xiaoming Liu, Peter Tu, Amy Aragones
  Pattern Recognition Letters, Vol. 34, No. 15, pp.1964-1970, , Nov. 2013
  Bibtex | PDF
@article{ learning-person-specific-models-for-facial-expression-and-action-unit-recognition,
  author = { Jixu Chen and Xiaoming Liu and Peter Tu and Amy Aragones },
  title = { Learning Person-specific Models for Facial Expression and Action Unit Recognition },
  journal = { Pattern Recognition Letters },
  volume = { 34 },
  number = { 15 },
  month = { November },
  year = { 2013 },
  pages = { 1964--1970 },
}

2012

• Adaptive Unsupervised Multi-View Feature Selection for Visual Concept Recognition
  Yinfu Feng, Jun Xiao, Yueting Zhuang, Xiaoming Liu
  Proc. 11th Asian Conference on Computer Vision (ACCV 2012), Daejeon, Korea, Nov. 2012
  Bibtex | PDF
@inproceedings{ adaptive-unsupervised-multi-view-feature-selection-for-visual-concept-recognition,
  author = { Yinfu Feng and Jun Xiao and Yueting Zhuang and Xiaoming Liu },
  title = { Adaptive Unsupervised Multi-View Feature Selection for Visual Concept Recognition },
  booktitle = { Proc. 11th Asian Conference on Computer Vision },
  address = { Daejeon, Korea },
  month = { November },
  year = { 2012 },
}
• Boosting with Side Information
  Jixu Chen, Xiaoming Liu, Siwei Lyu
  Proc. 11th Asian Conference on Computer Vision (ACCV 2012), Daejeon, Korea, Nov. 2012
  Bibtex | PDF
@inproceedings{ boosting-with-side-information,
  author = { Jixu Chen and Xiaoming Liu and Siwei Lyu },
  title = { Boosting with Side Information },
  booktitle = { Proc. 11th Asian Conference on Computer Vision },
  address = { Daejeon, Korea },
  month = { November },
  year = { 2012 },
}
• Person-specific Expression Recognition with Transfer Learning
  Jixu Chen, Xiaoming Liu, Peter Tu, Amy Aragones
  Proc. IEEE Conference on Image Processing (ICIP 2012), Florida, USA, Sep. 2012
  Bibtex | PDF
@inproceedings{ person-specific-expression-recognition-with-transfer-learning,
  author = { Jixu Chen and Xiaoming Liu and Peter Tu and Amy Aragones },
  title = { Person-specific Expression Recognition with Transfer Learning },
  booktitle = { Proc. IEEE Conference on Image Processing },
  address = { Florida, USA },
  month = { September },
  year = { 2012 },
}

2009

• Simultaneous Alignment and Clustering for an Image Ensemble
  Xiaoming Liu, Yan Tong, Frederick W. Wheeler
  Proc. International Conference on Computer Vision (ICCV 2009), Kyoto, Japan, Sep. 2009
  Bibtex | PDF
@inproceedings{ simultaneous-alignment-and-clustering-for-an-image-ensemble,
  author = { Xiaoming Liu and Yan Tong and Frederick W. Wheeler },
  title = { Simultaneous Alignment and Clustering for an Image Ensemble },
  booktitle = { Proc. International Conference on Computer Vision },
  address = { Kyoto, Japan },
  month = { September },
  year = { 2009 },
}

2008

• Face Alignment via Boosted Ranking Models
  Hao Wu, Xiaoming Liu, Gianfranco Doretto
  Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2008), Anchorage, Alaska, Jun. 2008 (Oral presentation)
  Bibtex | PDF
@inproceedings{ face-alignment-via-boosted-ranking-models,
  author = { Hao Wu and Xiaoming Liu and Gianfranco Doretto },
  title = { Face Alignment via Boosted Ranking Models },
  booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
  address = { Anchorage, Alaska },
  month = { June },
  year = { 2008 },
}

2007

• Gradient Feature Selection for Online Boosting
  Xiaoming Liu, Ting Yu
  Proc. International Conference on Computer Vision (ICCV 2007), Rio de Janeiro, Brazil, Oct. 2007
  Bibtex | PDF
@inproceedings{ gradient-feature-selection-for-online-boosting,
  author = { Xiaoming Liu and Ting Yu },
  title = { Gradient Feature Selection for Online Boosting },
  booktitle = { Proc. International Conference on Computer Vision },
  address = { Rio de Janeiro, Brazil },
  month = { October },
  year = { 2007 },
}

2003

• Eigenspace Updating for Non-Stationary Process and Its Application to Face Recognition
  Xiaoming Liu, Tsuhan Chen, Susan Thornton
  Pattern Recognition, Vol. 36, No. 9, pp.1945-1959, , Sep. 2003
  Bibtex | PDF
@article{ eigenspace-updating-for-non-stationary-process-and-its-application-to-face-recognition,
  author = { Xiaoming Liu and Tsuhan Chen and Susan Thornton },
  title = { Eigenspace Updating for Non-Stationary Process and Its Application to Face Recognition },
  journal = { Pattern Recognition },
  volume = { 36 },
  number = { 9 },
  month = { September },
  year = { 2003 },
  pages = { 1945--1959 },
}

2002

• Principle Component Analysis and its Variants for Biometrics
  Tsuhan Chen, Yu-Feng Hsu, Xiaoming Liu, Wende Zhang
  Proc. IEEE International Conference on Image Processing (ICIP 2002), Rochester, NY, Sep. 2002
  Bibtex | PDF
@inproceedings{ principle-component-analysis-and-its-variants-for-biometrics,
  author = { Tsuhan Chen and Yu-Feng Hsu and Xiaoming Liu and Wende Zhang },
  title = { Principle Component Analysis and its Variants for Biometrics },
  booktitle = { Proc. IEEE International Conference on Image Processing },
  address = { Rochester, NY },
  month = { September },
  year = { 2002 },
}
• Shot Boundary Detection Using Temporal Statistics Modeling
  Xiaoming Liu, Tsuhan Chen
  Proc. International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2002), Orlando, Florida, May. 2002 (Oral presentation)
  Bibtex | PDF
@inproceedings{ shot-boundary-detection-using-temporal-statistics-modeling,
  author = { Xiaoming Liu and Tsuhan Chen },
  title = { Shot Boundary Detection Using Temporal Statistics Modeling },
  booktitle = { Proc. International Conference on Acoustics, Speech, and Signal Processing },
  address = { Orlando, Florida },
  month = { May },
  year = { 2002 },
}