3D Face Modeling | 3D Human Reconstruction | 3D Object Detection | 3D Shape Correspondence | 3D Shape Generation | 3D Shape Reconstruction | Activity Recognition | Application | Biometrics | Body Matching | Camera Calibration | Camera+LiDAR+Radar | Data Imputation | Database | DeepFake | Depth Completion | Depth Prediction | Domain Adaptation | Expression Recognition | Face Alignment | Face Antispoofing | Face Deidentification | Face Recognition | Face Reconstruction | Face Relighting | Face Synthesis | Forecasting | Gait Recognition | Generic Object 3D Reconstruction | Image Alignment | Image Manipulation | Image Segmentation | Low-level Vision | Medical Imaging | Motion Compensation | Multi-modality | Multimedia Retrieval | Object Detection | Pedestrian Detection | Person Re-identification | Plant Vision | Semantic Segmentation | Surveillance | Tracking | Typing Behavior | Vision-language

Image Alignment

2020

  • 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, Chen Feng
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2020), Seattle, WA, Jun. 2020
    Bibtex | PDF | arXiv | Supplemental | Code | Video | Dataset
    • @inproceedings{ luvli-face-alignment-estimating-landmarks-location-uncertainty-and-visibility-likelihood,
      author = { Abhinav Kumar* and Tim K. Marks* and Wenxuan Mou* and Ye Wang and Michael Jones and Anoop Cherian and Toshiaki Koike-Akino and Xiaoming Liu and Chen Feng },
      title = { LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Seattle, WA },
      month = { June },
      year = { 2020 },
    }

2019

  • UGLLI Face Alignment:Estimating Uncertainty with Gaussian Log-Likelihood Loss
    Abhinav Kumar*, Tim K.Marks*, Wenxuan Mou*, Chen Feng, Xiaoming Liu
    In Proceeding of International Conference on Computer Vision Workshops (ICCVW 2019), Seoul, Korea, Oct. 2019 (Best Oral Presentation)
    Bibtex | PDF | Poster
    • @inproceedings{ uglli-face-alignmentestimating-uncertainty-with-gaussian-log-likelihood-loss,
      author = { Abhinav Kumar* and Tim K.Marks* and Wenxuan Mou* and Chen Feng and Xiaoming Liu },
      title = { UGLLI Face Alignment:Estimating Uncertainty with Gaussian Log-Likelihood Loss },
      booktitle = { In Proceeding of International Conference on Computer Vision Workshops },
      address = { Seoul, Korea },
      month = { October },
      year = { 2019 },
    }

2018

  • Joint Face Alignment and 3D Face Reconstruction with Application to Face Recognition
    Feng Liu, Qijun Zhao, Xiaoming Liu, Dan Zeng
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 42, No. 3, pp.664-678, , Nov. 2018
    Bibtex | PDF | arXiv
    • @article{ joint-face-alignment-and-3d-face-reconstruction-with-application-to-face-recognition,
      author = { Feng Liu and Qijun Zhao and Xiaoming Liu and Dan Zeng },
      title = { Joint Face Alignment and 3D Face Reconstruction with Application to Face Recognition },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      volume = { 42 },
      number = { 3 },
      month = { November },
      year = { 2018 },
      pages = { 664--678 },
    }

2017

  • Face Alignment in Full Pose Range: A 3D Total Solution
    Xiangyu Zhu, Xiaoming Liu, Zhen Lei, Stan Li
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 41, No. 1, pp.78-92, , Nov. 2017
    Bibtex | PDF | Supplemental
    • @article{ face-alignment-in-full-pose-range-a-3d-total-solution,
      author = { Xiangyu Zhu and Xiaoming Liu and Zhen Lei and Stan Li },
      title = { Face Alignment in Full Pose Range: A 3D Total Solution },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      volume = { 41 },
      number = { 1 },
      month = { November },
      year = { 2017 },
      pages = { 78--92 },
    }
  • Joint Multi-Leaf Segmentation, Alignment, and Tracking from Fluorescence Plant Videos
    Xi Yin, Xiaoming Liu, Jin Chen, David M. Kramer
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 40, No. 6, pp.1411-1423, , Jul. 2017
    Bibtex | PDF | arXiv | Project Webpage | Code
    • @article{ joint-multi-leaf-segmentation-alignment-and-tracking-from-fluorescence-plant-videos,
      author = { Xi Yin and Xiaoming Liu and Jin Chen and David M. Kramer },
      title = { Joint Multi-Leaf Segmentation, Alignment, and Tracking from Fluorescence Plant Videos },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      volume = { 40 },
      number = { 6 },
      month = { July },
      year = { 2017 },
      pages = { 1411--1423 },
    }
  • Pose-Invariant Face Alignment via CNN-based Dense 3D Model Fitting
    Amin Jourabloo, Xiaoming Liu
    International Journal of Computer Vision, Vol. 124, No. 2, pp.187-203, , Apr. 2017
    Bibtex | PDF | Project Webpage
    • @article{ pose-invariant-face-alignment-via-cnn-based-dense-3d-model-fitting,
      author = { Amin Jourabloo and Xiaoming Liu },
      title = { Pose-Invariant Face Alignment via CNN-based Dense 3D Model Fitting },
      journal = { International Journal of Computer Vision },
      volume = { 124 },
      number = { 2 },
      month = { April },
      year = { 2017 },
      pages = { 187--203 },
    }
  • Pose-Invariant Face Alignment with a Single CNN
    Amin Jourabloo, Xiaoming Liu, Mao Ye, Liu Ren
    In Proceeding of International Conference on Computer Vision (ICCV 2017), Venice, Italy, Oct. 2017
    Bibtex | PDF | Project Webpage
    • @inproceedings{ pose-invariant-face-alignment-with-a-single-cnn,
      author = { Amin Jourabloo and Xiaoming Liu and Mao Ye and Liu Ren },
      title = { Pose-Invariant Face Alignment with a Single CNN },
      booktitle = { In Proceeding of International Conference on Computer Vision },
      address = { Venice, Italy },
      month = { October },
      year = { 2017 },
    }
  • Dense Face Alignment
    Yaojie Liu, Amin Jourabloo, William Ren, Xiaoming Liu
    In Proceeding of International Conference on Computer Vision Workshops (ICCVW 2017), Venice, Italy, Oct. 2017
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
    • @inproceedings{ dense-face-alignment,
      author = { Yaojie Liu and Amin Jourabloo and William Ren and Xiaoming Liu },
      title = { Dense Face Alignment },
      booktitle = { In Proceeding of International Conference on Computer Vision Workshops },
      address = { Venice, Italy },
      month = { October },
      year = { 2017 },
    }

2016

  • Joint Face Alignment and 3D Face Reconstruction
    Feng Liu, Dan Zeng, Qijun Zhao, Xiaoming Liu
    Proc. European Conference on Computer Vision (ECCV 2016), Amsterdam, The Netherlands, Oct. 2016 (Spotlight presentation)
    Bibtex | PDF
    • @inproceedings{ joint-face-alignment-and-3d-face-reconstruction,
      author = { Feng Liu and Dan Zeng and Qijun Zhao and Xiaoming Liu },
      title = { Joint Face Alignment and 3D Face Reconstruction },
      booktitle = { Proc. European Conference on Computer Vision },
      address = { Amsterdam, The Netherlands },
      month = { October },
      year = { 2016 },
    }
  • Face Alignment Across Large Poses: A 3D Solution
    Xiangyu Zhu, Zhen Lei, Xiaoming Liu, Hailin Shi, Stan Li
    Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2016), Las Vegas, NV, Jun. 2016 (Oral presentation)
    Bibtex | PDF
    • @inproceedings{ face-alignment-across-large-poses-a-3d-solution,
      author = { Xiangyu Zhu and Zhen Lei and Xiaoming Liu and Hailin Shi and Stan Li },
      title = { Face Alignment Across Large Poses: A 3D Solution },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
      address = { Las Vegas, NV },
      month = { June },
      year = { 2016 },
    }
  • Large-pose Face Alignment via CNN-based Dense 3D Model Fitting
    Amin Jourabloo, Xiaoming Liu
    Proc. IEEE Computer Vision and Pattern Recogntion (CVPR 2016), Las Vegas, NV, Jun. 2016
    Bibtex | PDF | Poster | Project Webpage
    • @inproceedings{ large-pose-face-alignment-via-cnn-based-dense-3d-model-fitting,
      author = { Amin Jourabloo and Xiaoming Liu },
      title = { Large-pose Face Alignment via CNN-based Dense 3D Model Fitting },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recogntion },
      address = { Las Vegas, NV },
      month = { June },
      year = { 2016 },
    }

2015

  • Pose-Invariant 3D Face Alignment
    Amin Jourabloo, Xiaoming Liu
    Proc. International Conference on Computer Vision (ICCV 2015), Santiago, Chile, Dec. 2015
    Bibtex | PDF | Poster | Project Webpage
    • @inproceedings{ pose-invariant-3d-face-alignment,
      author = { Amin Jourabloo and Xiaoming Liu },
      title = { Pose-Invariant 3D Face Alignment },
      booktitle = { Proc. International Conference on Computer Vision },
      address = { Santiago, Chile },
      month = { December },
      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 },
    }
  • Multi-Leaf Alignment from Fluorescence Plant Images
    Xi Yin, Xiaoming Liu, Jin Chen, David M. Kramer
    Proc. IEEE Winter Conference on Application of Computer Vision (WACV 2014), Steamboat Springs, USA, Mar. 2014 (Best Student Paper Award)
    Bibtex | PDF | Project Webpage
    • @inproceedings{ multi-leaf-alignment-from-fluorescence-plant-images,
      author = { Xi Yin and Xiaoming Liu and Jin Chen and David M. Kramer },
      title = { Multi-Leaf Alignment from Fluorescence Plant Images },
      booktitle = { Proc. IEEE Winter Conference on Application of Computer Vision },
      address = { Steamboat Springs, USA },
      month = { March },
      year = { 2014 },
    }

2013

  • Parsing Radiographs by Integrating Landmark Set Detection and Multi-object Active Appearance Models
    Albert Montillo, Qi Song, Xiaoming Liu, James Miller
    Proc. SPIE Medical Imaging on Image Processing, Florida, USA, Feb. 2013 (Oral presentation)
    Bibtex | PDF
    • @inproceedings{ parsing-radiographs-by-integrating-landmark-set-detection-and-multi-object-active-appearance-models,
      author = { Albert Montillo and Qi Song and Xiaoming Liu and James Miller },
      title = { Parsing Radiographs by Integrating Landmark Set Detection and Multi-object Active Appearance Models },
      booktitle = { Proc. SPIE Medical Imaging on Image Processing },
      address = { Florida, USA },
      month = { February },
      year = { 2013 },
    }

2012

  • Learning-based Scan Plane Identification From Fetal Head Ultrasound Images
    Xiaoming Liu, Pavan Annangi, Mithun Gupta, Bing Yu, Dirk Padfield, Jyotirmoy Banerjee, Kajoli Krishnan
    Proc. SPIE Medical Imaging on Ultrasonic Imaging, Tomography, and Therapy, California, USA, Feb. 2012
    Bibtex | PDF
    • @inproceedings{ learning-based-scan-plane-identification-from-fetal-head-ultrasound-images,
      author = { Xiaoming Liu and Pavan Annangi and Mithun Gupta and Bing Yu and Dirk Padfield and Jyotirmoy Banerjee and Kajoli Krishnan },
      title = { Learning-based Scan Plane Identification From Fetal Head Ultrasound Images },
      booktitle = { Proc. SPIE Medical Imaging on Ultrasonic Imaging, Tomography, and Therapy },
      address = { California, USA },
      month = { February },
      year = { 2012 },
    }
  • Image Congealing Via Efficient Feature Selection
    Ya Xue, Xiaoming Liu
    Proc. IEEE Winter Conference on Application of Computer Vision (WACV 2012), Colorado, USA, Jan. 2012
    Bibtex | PDF
    • @inproceedings{ image-congealing-via-efficient-feature-selection,
      author = { Ya Xue and Xiaoming Liu },
      title = { Image Congealing Via Efficient Feature Selection },
      booktitle = { Proc. IEEE Winter Conference on Application of Computer Vision },
      address = { Colorado, USA },
      month = { January },
      year = { 2012 },
    }

2011

  • LPSM: Fitting Shape Model by Linear Programming
    Jilin Tu, Brandon Laflen, Xiaoming Liu, Musodiq Bello, Jens Rittscher, Peter Tu
    Proc. Automatic Face and Gesture Recognition (FG 2011), Santa Barbara, California, Mar. 2011
    Bibtex | PDF
    • @inproceedings{ lpsm-fitting-shape-model-by-linear-programming,
      author = { Jilin Tu and Brandon Laflen and Xiaoming Liu and Musodiq Bello and Jens Rittscher and Peter Tu },
      title = { LPSM: Fitting Shape Model by Linear Programming },
      booktitle = { Proc. Automatic Face and Gesture Recognition },
      address = { Santa Barbara, California },
      month = { March },
      year = { 2011 },
    }
  • Optimal Gradient Pursuit for Face Alignment
    Xiaoming Liu
    Proc. Automatic Face and Gesture Recognition (FG 2011), Santa Barbara, California, Mar. 2011
    Bibtex | PDF
    • @inproceedings{ optimal-gradient-pursuit-for-face-alignment,
      author = { Xiaoming Liu },
      title = { Optimal Gradient Pursuit for Face Alignment },
      booktitle = { Proc. Automatic Face and Gesture Recognition },
      address = { Santa Barbara, California },
      month = { March },
      year = { 2011 },
    }

2010

  • Video-based Face Model Fitting using Adaptive Active Appearance Model
    Xiaoming Liu
    Image and Vision Computing, Vol. 28, No. 7, pp.1162-1172, , Jul. 2010
    Bibtex | PDF
    • @article{ video-based-face-model-fitting-using-adaptive-active-appearance-model,
      author = { Xiaoming Liu },
      title = { Video-based Face Model Fitting using Adaptive Active Appearance Model },
      journal = { Image and Vision Computing },
      volume = { 28 },
      number = { 7 },
      month = { July },
      year = { 2010 },
      pages = { 1162--1172 },
    }
  • Facial Contour Labeling via Congealing
    Xiaoming Liu, Yan Tong, Frederick W. Wheeler, Peter Tu
    Proc. European Conference on Computer Vision (ECCV 2010), Hersonissos, Heraklion, Crete, Greece, Sep. 2010
    Bibtex | PDF
    • @inproceedings{ facial-contour-labeling-via-congealing,
      author = { Xiaoming Liu and Yan Tong and Frederick W. Wheeler and Peter Tu },
      title = { Facial Contour Labeling via Congealing },
      booktitle = { Proc. European Conference on Computer Vision },
      address = { Hersonissos, Heraklion, Crete, Greece },
      month = { September },
      year = { 2010 },
    }

2009

  • Discriminative Face Alignment
    Xiaoming Liu
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 31, No. 11, pp.1941-1954, , Nov. 2009
    Bibtex | PDF
    • @article{ discriminative-face-alignment,
      author = { Xiaoming Liu },
      title = { Discriminative Face Alignment },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      volume = { 31 },
      number = { 11 },
      month = { November },
      year = { 2009 },
      pages = { 1941--1954 },
    }
  • 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 },
    }
  • Automatic Facial Landmark Labeling with Minimal Supervision
    Yan Tong, Xiaoming Liu, Frederick W. Wheeler, Peter Tu
    Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2009), Miami Beach, Florida, Jun. 2009
    Bibtex | PDF
    • @inproceedings{ automatic-facial-landmark-labeling-with-minimal-supervision,
      author = { Yan Tong and Xiaoming Liu and Frederick W. Wheeler and Peter Tu },
      title = { Automatic Facial Landmark Labeling with Minimal Supervision },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
      address = { Miami Beach, Florida },
      month = { June },
      year = { 2009 },
    }

2008

  • Boosted Deformable Model for Human Body Alignment
    Xiaoming Liu, Ting Yu, Thomas Sebastian, Peter Tu
    Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2008), Anchorage, Alaska, Jun. 2008
    Bibtex | PDF
    • @inproceedings{ boosted-deformable-model-for-human-body-alignment,
      author = { Xiaoming Liu and Ting Yu and Thomas Sebastian and Peter Tu },
      title = { Boosted Deformable Model for Human Body Alignment },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
      address = { Anchorage, Alaska },
      month = { June },
      year = { 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

  • Generic Face Alignment using Boosted Appearance Model
    Xiaoming Liu
    Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2007), Minneapolis, Minnesota, Oct. 2007 (Oral presentation)
    Bibtex | PDF
    • @inproceedings{ generic-face-alignment-using-boosted-appearance-model,
      author = { Xiaoming Liu },
      title = { Generic Face Alignment using Boosted Appearance Model },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
      address = { Minneapolis, Minnesota },
      month = { October },
      year = { 2007 },
    }

2006

  • Face Model Fitting on Low Resolution Images
    Xiaoming Liu, Peter Tu, Frederick Wheeler
    Proc. British Machine Vision Conference (BMVC 2006), Edinburgh, UK, Sep. 2006 (Acceptance rate 25%)
    Bibtex | PDF
    • @inproceedings{ face-model-fitting-on-low-resolution-images,
      author = { Xiaoming Liu and Peter Tu and Frederick Wheeler },
      title = { Face Model Fitting on Low Resolution Images },
      booktitle = { Proc. British Machine Vision Conference },
      address = { Edinburgh, UK },
      month = { September },
      year = { 2006 },
    }