3D Face Modeling | 3D Object Detection | 3D Shape Correspondence | 3D Shape Reconstruction | Activity Recognition | Adversarial Attacks | Anti-Spoofing | Application | Attention Mechanism | Biometrics | Data Imputation | Database | Deep Learning | Deepfake | Depth Completion | Depth Prediction | Domain Adaptation | Expression Recognition | Face Alignment | Face Antispoofing | Face Deidentification | Face Modeling | Face Recognition | Face Reconstruction | Face Relighting | Fake Faces | Forecasting | Forensics | Gait Recognition | Generic Object 3D Reconstruction | Image Alignment | Image Forgery | Image Segmentation | Joint Alignment | Learning | Low-level Vision | Medical Imaging | Motion Compensation | Multi-modality | Multimedia Retrieval | Noise Synthesis | Object Detection | Pedestrian Detection | Plant Vision | Semantic Segmentation | Sensor Fusion | Sequence Alignment | Surveillance | Tracking | Typing Behavior | Video

Deep Learning

2020

  • On Learning Disentangled Representations for Gait Recognition
    Ziyuan Zhang, Luan Tran, Feng Liu, Xiaoming Liu
    IEEE Transactions on Pattern Analysis and Machine Intelligence, , May. 2020 (in press)
    Bibtex | PDF | arXiv | Project Webpage | Code
  • @article{ on-learning-disentangled-representations-for-gait-recognition,
      author = { Ziyuan Zhang and Luan Tran and Feng Liu and Xiaoming Liu },
      title = { On Learning Disentangled Representations for Gait Recognition },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      month = { May },
      year = { 2020 },
    }
  • Improving Face Recognition from Hard Samples via Distribution Distillation Loss
    Yuge Huang*, Pengcheng Shen*, Ying Tai, Shaoxin Li, Xiaoming Liu, Jilin Li, Feiyue Huang, Rongrong Ji
    In Proceeding of European Conference on Computer Vision (ECCV 2020), Virtual, Aug. 2020
    Bibtex | PDF | arXiv | Supplemental | Code
  • @inproceedings{ improving-face-recognition-from-hard-samples-via-distribution-distillation-loss,
      author = { Yuge Huang* and Pengcheng Shen* and Ying Tai and Shaoxin Li and Xiaoming Liu and Jilin Li and Feiyue Huang and Rongrong Ji },
      title = { Improving Face Recognition from Hard Samples via Distribution Distillation Loss },
      booktitle = { In Proceeding of European Conference on Computer Vision },
      address = { Virtual },
      month = { August },
      year = { 2020 },
    }
  • Jointly De-biasing Face Recognition and Demographic Attribute Estimation
    Sixue Gong, Xiaoming Liu, Anil Jain
    In Proceeding of European Conference on Computer Vision (ECCV 2020), Virtual, Aug. 2020
    Bibtex | PDF | arXiv | Supplemental | Code | Video
  • @inproceedings{ jointly-de-biasing-face-recognition-and-demographic-attribute-estimation,
      author = { Sixue Gong and Xiaoming Liu and Anil Jain },
      title = { Jointly De-biasing Face Recognition and Demographic Attribute Estimation },
      booktitle = { In Proceeding of European Conference on Computer Vision },
      address = { Virtual },
      month = { August },
      year = { 2020 },
    }
  • FAN: Feature Adaptation Network for Surveillance Face Recognition and Normalization
    Xi Yin, Ying Tai, Yuge Huang, Xiaoming Liu
    In Proceeding of Asian Conference on Computer Vision (ACCV 2020), Kyoto, Japan, Nov. 2020
    Bibtex | PDF | arXiv
  • @inproceedings{ fan-feature-adaptation-network-for-surveillance-face-recognition-and-normalization,
      author = { Xi Yin and Ying Tai and Yuge Huang and Xiaoming Liu },
      title = { FAN: Feature Adaptation Network for Surveillance Face Recognition and Normalization },
      booktitle = { In Proceeding of Asian Conference on Computer Vision },
      address = { Kyoto, Japan },
      month = { November },
      year = { 2020 },
    }
  • Color-wise Attention Network for Low-light Image Enhancement
    Yousef Atoum, Mao Ye, Liu Ren, Ying Tai, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition Workshop (CVPRW 2020), Seattle, WA, Jun. 2020
    Bibtex | PDF | arXiv | Code | Dataset
  • @inproceedings{ color-wise-attention-network-for-low-light-image-enhancement,
      author = { Yousef Atoum and Mao Ye and Liu Ren and Ying Tai and Xiaoming Liu },
      title = { Color-wise Attention Network for Low-light Image Enhancement },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition Workshop },
      address = { Seattle, WA },
      month = { June },
      year = { 2020 },
    }

2019

  • Presentation Attack Detection for Face in Mobile Phones
    Yaojie Liu, Joel Stehouwer, Amin Jourabloo, Yousef Atoum, Xiaoming Liu
    Selfie Biometrics, Ajita Rattani, Reza Derakhshani and Arun Ross, Eds., Springer, 2019
    Bibtex | PDF | Project Webpage
  • @incollection{ presentation-attack-detection-for-face-in-mobile-phones,
      author = { Yaojie Liu and Joel Stehouwer and Amin Jourabloo and Yousef Atoum and Xiaoming Liu },
      title = { Presentation Attack Detection for Face in Mobile Phones },
      in book chapter of = { Selfie Biometrics },
      publisher = { Springer },
      editor = { Ajita Rattani, Reza Derakhshani and Arun Ross },
      year = { 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 },
    }
  • Deep Tree Learning for Zero-shot Face Anti-Spoofing
    Yaojie Liu, Joel Stehouwer, Amin Jourabloo, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, Jun. 2019 (Oral Presentation, Best Paper Award Finalist)
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code | Video
  • @inproceedings{ deep-tree-learning-for-zero-shot-face-anti-spoofing,
      author = { Yaojie Liu and Joel Stehouwer and Amin Jourabloo and Xiaoming Liu },
      title = { Deep Tree Learning for Zero-shot Face Anti-Spoofing },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Long Beach, CA },
      month = { June },
      year = { 2019 },
    }
  • Pedestrian Detection with Autoregressive Network Phases
    Garrick Brazil, 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{ pedestrian-detection-with-autoregressive-network-phases,
      author = { Garrick Brazil and Xiaoming Liu },
      title = { Pedestrian Detection with Autoregressive Network Phases },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Long Beach, CA },
      month = { June },
      year = { 2019 },
    }
  • 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 },
    }
  • 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

  • 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 },
    }
  • Face De-Spoofing: Anti-Spoofing via Noise Modeling
    Amin Jourabloo*, Yaojie Liu*, Xiaoming Liu
    Proc. European Conference on Computer Vision (ECCV 2018), Munich, Germany, Sep. 2018
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
  • @inproceedings{ face-de-spoofing-anti-spoofing-via-noise-modeling,
      author = { Amin Jourabloo* and Yaojie Liu* and Xiaoming Liu },
      title = { Face De-Spoofing: Anti-Spoofing via Noise Modeling },
      booktitle = { Proc. European Conference on Computer Vision },
      address = { Munich, Germany },
      month = { September },
      year = { 2018 },
    }
  • FSRNet: End-to-End Learning Face Super-Resolution with Facial Priors
    Yu Chen*, Ying Tai*, Xiaoming Liu, Chunhua Shen, Jian Yang
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2018), Salt Lake City, UT, Jun. 2018 (Spotlight)
    Bibtex | PDF | arXiv | Project Webpage | Code
  • @inproceedings{ fsrnet-end-to-end-learning-face-super-resolution-with-facial-priors,
      author = { Yu Chen* and Ying Tai* and Xiaoming Liu and Chunhua Shen and Jian Yang },
      title = { FSRNet: End-to-End Learning Face Super-Resolution with Facial Priors },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Salt Lake City, UT },
      month = { June },
      year = { 2018 },
    }
  • Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision
    Yaojie Liu*, Amin Jourabloo*, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2018), Salt Lake City, UT, Jun. 2018
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
  • @inproceedings{ learning-deep-models-for-face-anti-spoofing-binary-or-auxiliary-supervision,
      author = { Yaojie Liu* and Amin Jourabloo* and Xiaoming Liu },
      title = { Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Salt Lake City, UT },
      month = { June },
      year = { 2018 },
    }
  • 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

  • Multi-Task Convolutional Neural Network for Pose-Invariant Face Recognition
    Xi Yin, Xiaoming Liu
    IEEE Transactions on Image Processing, Vol. 27, No. 2, pp.964-975, , Aug. 2017
    Bibtex | PDF | Project Webpage | Code
  • @article{ multi-task-convolutional-neural-network-for-pose-invariant-face-recognition,
      author = { Xi Yin and Xiaoming Liu },
      title = { Multi-Task Convolutional Neural Network for Pose-Invariant Face Recognition },
      journal = { IEEE Transactions on Image Processing },
      volume = { 27 },
      number = { 2 },
      month = { August },
      year = { 2017 },
      pages = { 964--975 },
    }
  • 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 },
    }
  • Intelligent and Automatic in vivo Detection and Quantification of Transplanted Cells in MRI
    Muhammad Jamal Afridi, Arun Ross, Xiaoming Liu, Margaret Bennewitz, Dorela Shuboni, Erik M Shapiro
    Magnetic Resonance in Medicine, Vol. 78, No. 5, pp.1991-2002, , Jan. 2017
    Bibtex | PDF | Supplemental
  • @article{ intelligent-and-automatic-in-vivo-detection-and-quantification-of-transplanted-cells-in-mri,
      author = { Muhammad Jamal Afridi and Arun Ross and Xiaoming Liu and Margaret Bennewitz and Dorela Shuboni and Erik M Shapiro },
      title = { Intelligent and Automatic in vivo Detection and Quantification of Transplanted Cells in MRI },
      journal = { Magnetic Resonance in Medicine },
      volume = { 78 },
      number = { 5 },
      month = { January },
      year = { 2017 },
      pages = { 1991--2002 },
    }
  • Illuminating Pedestrians via Simultaneous Detection & Segmentation
    Garrick Brazil, Xi Yin, Xiaoming Liu
    In Proceeding of International Conference on Computer Vision (ICCV 2017), Venice, Italy, Oct. 2017
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
  • @inproceedings{ illuminating-pedestrians-via-simultaneous-detection-segmentation,
      author = { Garrick Brazil and Xi Yin and Xiaoming Liu },
      title = { Illuminating Pedestrians via Simultaneous Detection & Segmentation },
      booktitle = { In Proceeding of International Conference on Computer Vision },
      address = { Venice, Italy },
      month = { October },
      year = { 2017 },
    }
  • 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 },
    }
  • 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 },
    }
  • Image Super-Resolution via Deep Recursive Residual Network
    Ying Tai, Jian Yang, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2017), Honolulu, HI, Jul. 2017
    Bibtex | PDF | Project Webpage | Code
  • @inproceedings{ image-super-resolution-via-deep-recursive-residual-network,
      author = { Ying Tai and Jian Yang and Xiaoming Liu },
      title = { Image Super-Resolution via Deep Recursive Residual Network },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Honolulu, HI },
      month = { July },
      year = { 2017 },
    }
  • Missing Modalities Imputation via Cascaded Residual Autoencoder
    Luan Tran, Xiaoming Liu, Jiayu Zhou, Rong Jin
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2017), Honolulu, HI, Jul. 2017
    Bibtex | PDF | Project Webpage | Code
  • @inproceedings{ missing-modalities-imputation-via-cascaded-residual-autoencoder,
      author = { Luan Tran and Xiaoming Liu and Jiayu Zhou and Rong Jin },
      title = { Missing Modalities Imputation via Cascaded Residual Autoencoder },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Honolulu, HI },
      month = { July },
      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 },
    }
  • Face Anti-Spoofing Using Patch and Depth-based CNNs
    Yousef Atoum, Yaojie Liu, Amin Jourabloo, Xiaoming Liu
    In Proceeding of International Joint Conference on Biometrics (IJCB 2017), Denver, CO, Oct. 2017
    Bibtex | PDF | Poster | Project Webpage
  • @inproceedings{ face-anti-spoofing-using-patch-and-depth-based-cnns,
      author = { Yousef Atoum and Yaojie Liu and Amin Jourabloo and Xiaoming Liu },
      title = { Face Anti-Spoofing Using Patch and Depth-based CNNs },
      booktitle = { In Proceeding of International Joint Conference on Biometrics },
      address = { Denver, CO },
      month = { October },
      year = { 2017 },
    }
  • On Geometric Features for Skeleton-Based Action Recognition using Multilayer LSTM Networks
    Songyang Zhang, Xiaoming Liu, Jun Xiao
    Proc. IEEE Winter Conference on Application of Computer Vision (WACV 2017), Santa Rosa, CA, Mar. 2017
    Bibtex | PDF
  • @inproceedings{ on-geometric-features-for-skeleton-based-action-recognition-using-multilayer-lstm-networks,
      author = { Songyang Zhang and Xiaoming Liu and Jun Xiao },
      title = { On Geometric Features for Skeleton-Based Action Recognition using Multilayer LSTM Networks },
      booktitle = { Proc. IEEE Winter Conference on Application of Computer Vision },
      address = { Santa Rosa, CA },
      month = { March },
      year = { 2017 },
    }

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 },
    }