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FRCSyn-onGoing: Benchmarking and comprehensive evaluation of real and synthetic data to improve face recognition systems
Pietro Melzi, Ruben Tolosana, Ruben Vera-Rodriguez, Minchul Kim, Christian Rathgeb, Xiaoming Liu, Ivan DeAndres-Tame, Aythami Morales, Julian Fierrez, Javier Ortega-Garcia, Weisong Zhao, Xiangyu Zhu, Zheyu Yan, Xiao-Yu Zhang, Jinlin Wu, Zhen Lei, Suvidha Tripathi, Mahak Kothari, Md Haider Zama, Debayan Deb, Bernardo Biesseck, Pedro Vidal, Roger Granada, Guilherme Fickel, Gustavo Führ, David Menotti, Alexander Unnervik, Anjith George, Christophe Ecabert, Hatef Otroshi Shahreza, Parsa Rahimi, Sébastien Marcel, Ioannis Sarridis, Christos Koutlis, Georgia Baltsou, Symeon Papadopoulos, Christos Diou, Nicolò Di Domenico, Guido Borghi, Lorenzo Pellegrini, Enrique Mas-Candela, Ángela Sánchez-Pérez, Andrea Atzori, Fadi Boutros, Naser Damer, Gianni Fenu, Mirko Marras
Information Fusion, , Mar. 2024
Bibtex
| PDF
@article{ frcsyn-ongoing-benchmarking-and-comprehensive-evaluation-of-real-and-synthetic-data-to-improve-face-recognition-systems,
author = { Pietro Melzi and Ruben Tolosana and Ruben Vera-Rodriguez and Minchul Kim and Christian Rathgeb and Xiaoming Liu and Ivan DeAndres-Tame and Aythami Morales and Julian Fierrez and Javier Ortega-Garcia and Weisong Zhao and Xiangyu Zhu and Zheyu Yan and Xiao-Yu Zhang and Jinlin Wu and Zhen Lei and Suvidha Tripathi and Mahak Kothari and Md Haider Zama and Debayan Deb and Bernardo Biesseck and Pedro Vidal and Roger Granada and Guilherme Fickel and Gustavo Führ and David Menotti and Alexander Unnervik and Anjith George and Christophe Ecabert and Hatef Otroshi Shahreza and Parsa Rahimi and Sébastien Marcel and Ioannis Sarridis and Christos Koutlis and Georgia Baltsou and Symeon Papadopoulos and Christos Diou and Nicolò Di Domenico and Guido Borghi and Lorenzo Pellegrini and Enrique Mas-Candela and Ángela Sánchez-Pérez and Andrea Atzori and Fadi Boutros and Naser Damer and Gianni Fenu and Mirko Marras },
title = { FRCSyn-onGoing: Benchmarking and comprehensive evaluation of real and synthetic data to improve face recognition systems },
journal = { Information Fusion },
month = { March },
year = { 2024 },
}
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Open-Set Biometrics: Beyond Good Closed-Set Models
Yiyang Su, Minchul Kim, Feng Liu, Anil Jain, Xiaoming Liu
In Proceeding of European Conference on Computer Vision (ECCV 2024), Milan, Italy, Oct. 2024
Bibtex
| PDF
| arXiv
@inproceedings{ open-set-biometrics-beyond-good-closed-set-models,
author = { Yiyang Su and Minchul Kim and Feng Liu and Anil Jain and Xiaoming Liu },
title = { Open-Set Biometrics: Beyond Good Closed-Set Models },
booktitle = { In Proceeding of European Conference on Computer Vision },
address = { Milan, Italy },
month = { October },
year = { 2024 },
}
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BigGait: Learning Gait Representation You Want by Large Vision Models
Dingqiang Ye, Chao Fan, Jingzhe Ma, Xiaoming Liu, Shiqi Yu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, Jun. 2024
Bibtex
| PDF
| arXiv
| Code
@inproceedings{ biggait-learning-gait-representation-you-want-by-large-vision-models,
author = { Dingqiang Ye and Chao Fan and Jingzhe Ma and Xiaoming Liu and Shiqi Yu },
title = { BigGait: Learning Gait Representation You Want by Large Vision Models },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Seattle, WA },
month = { June },
year = { 2024 },
}
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Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation
Feng Liu, Minchul Kim, Zhiyuan Ren, Xiaoming Liu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, Jun. 2024
Bibtex
| PDF
| Supplemental
@inproceedings{ distilling-clip-with-dual-guidance-for-learning-discriminative-human-body-shape-representation,
author = { Feng Liu and Minchul Kim and Zhiyuan Ren and Xiaoming Liu },
title = { Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Seattle, WA },
month = { June },
year = { 2024 },
}
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KeyPoint Relative Position Encoding for Face Recognition
Minchul Kim, Yiyang Su, Feng Liu, Anil Jain, Xiaoming Liu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, Jun. 2024
Bibtex
| PDF
| arXiv
| Supplemental
| Code
@inproceedings{ keypoint-relative-position-encoding-for-face-recognition,
author = { Minchul Kim and Yiyang Su and Feng Liu and Anil Jain and Xiaoming Liu },
title = { KeyPoint Relative Position Encoding for Face Recognition },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Seattle, WA },
month = { June },
year = { 2024 },
}
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Second Edition FRCSyn Challenge at CVPR 2024: Face Recognition Challenge in the Era of Synthetic Data
Ivan DeAndres-Tame, Ruben Tolosana, Pietro Melzi, Ruben Vera-Rodriguez, Minchul Kim, Christian Rathgeb, Xiaoming Liu, Aythami Morales, Julian Fierrez, Javier Ortega-Garcia, Zhizhou Zhong, Yuge Huang, Yuxi Mi, Shouhong Ding, Shuigeng Zhou, Shuai He, Lingzhi Fu, Heng Cong, Rongyu Zhang, Zhihong Xiao, Evgeny Smirnov, Anton Pimenov, Aleksei Grigorev, Denis Timoshenko, Kaleb Mesfin Asfaw, Cheng Yaw Low, Hao Liu, Chuyi Wang, Qing Zuo, Zhixiang He, Hatef Otroshi Shahreza, Anjith George, Alexander Unnervik, Parsa Rahimi, Sebastien Marcel, Pedro C. Neto, Marco Huber, Jan Niklas Kolf, Naser Damer, Fadi Boutros, Jaime S. Cardoso, Ana F. Sequeira, Andrea Atzori, Gianni Fenu, Mirko Marras, Vitomir Struc, Jiang Yu, Zhangjie Li, Jichun Li, Weisong Zhao, Zhen Lei, Xiangyu Zhu, Xiao-Yu Zhang, Bernardo Biesseck, Pedro Vidal, Luiz Coelho, Roger Granada, David Menotti
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, Jun. 2024
Bibtex
| PDF
| Code
@inproceedings{ second-edition-frcsyn-challenge-at-cvpr-2024-face-recognition-challenge-in-the-era-of-synthetic-data,
author = { Ivan DeAndres-Tame and Ruben Tolosana and Pietro Melzi and Ruben Vera-Rodriguez and Minchul Kim and Christian Rathgeb and Xiaoming Liu and Aythami Morales and Julian Fierrez and Javier Ortega-Garcia and Zhizhou Zhong and Yuge Huang and Yuxi Mi and Shouhong Ding and Shuigeng Zhou and Shuai He and Lingzhi Fu and Heng Cong and Rongyu Zhang and Zhihong Xiao and Evgeny Smirnov and Anton Pimenov and Aleksei Grigorev and Denis Timoshenko and Kaleb Mesfin Asfaw and Cheng Yaw Low and Hao Liu and Chuyi Wang and Qing Zuo and Zhixiang He and Hatef Otroshi Shahreza and Anjith George and Alexander Unnervik and Parsa Rahimi and Sebastien Marcel and Pedro C. Neto and Marco Huber and Jan Niklas Kolf and Naser Damer and Fadi Boutros and Jaime S. Cardoso and Ana F. Sequeira and Andrea Atzori and Gianni Fenu and Mirko Marras and Vitomir Struc and Jiang Yu and Zhangjie Li and Jichun Li and Weisong Zhao and Zhen Lei and Xiangyu Zhu and Xiao-Yu Zhang and Bernardo Biesseck and Pedro Vidal and Luiz Coelho and Roger Granada and David Menotti },
title = { Second Edition FRCSyn Challenge at CVPR 2024: Face Recognition Challenge in the Era of Synthetic Data },
booktitle = { Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition },
address = { Seattle, WA },
month = { June },
year = { 2024 },
}
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FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitude
Feng Liu, Ryan Ashbaugh, Nicholas Chimitt, Najmul Hassan, Ali Hassani, Ajay Jaiswal, Minchul Kim, Zhiyuan Mao, Christopher Perry, Zhiyuan Ren, Yiyang Su, Pegah Varghaei, Kai Wang, Xingguang Zhang, Stanley Chan, Arun Ross, Humphrey Shi, Zhangyang Wang, Anil Jain, Xiaoming Liu
In Proceeding of Winter Conference on Applications of Computer Vision (WACV 2024), Waikoloa, Hawaii, Jan. 2024
Bibtex
| PDF
| arXiv
@inproceedings{ farsight-a-physics-driven-whole-body-biometric-system-at-large-distance-and-altitude,
author = { Feng Liu and Ryan Ashbaugh and Nicholas Chimitt and Najmul Hassan and Ali Hassani and Ajay Jaiswal and Minchul Kim and Zhiyuan Mao and Christopher Perry and Zhiyuan Ren and Yiyang Su and Pegah Varghaei and Kai Wang and Xingguang Zhang and Stanley Chan and Arun Ross and Humphrey Shi and Zhangyang Wang and Anil Jain and Xiaoming Liu },
title = { FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitude },
booktitle = { In Proceeding of Winter Conference on Applications of Computer Vision },
address = { Waikoloa, Hawaii },
month = { January },
year = { 2024 },
}
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FRCSyn Challenge at WACV 2024: Face Recognition Challenge in the Era of Synthetic Data
Pietro Melzi, Ruben Tolosana, Ruben Vera-Rodriguez, Minchul Kim, Christian Rathgeb, Xiaoming Liu, Ivan DeAndres-Tame, Aythami Morales, Julian Fierrez, Javier Ortega-Garcia, Weisong Zhao, Xiangyu Zhu, Zheyu Yan, Xiao-Yu Zhang, Jinlin Wu, Zhen Lei, Suvidha Tripathi, Mahak Kothari, Md Haider Zama, Debayan Deb, Bernardo Biesseck, Pedro Vidal, Roger Granada, Guilherme Fickel, Gustavo Fuhr, David Menotti, Alexander Unnervik, Anjith George, Christophe Ecabert, Hatef Otroshi Shahreza, Parsa Rahimi, Sebastien Marcel, Ioannis Sarridis, Christos Koutlis, Georgia Baltsou, Symeon Papadopoulos, Christos Diou, Nicolo Di Domenico, Guido Borghi, Lorenzo Pellegrini, Enrique Mas-Candela, Angela Sanchez-Perez, Andrea Atzori, Fadi Boutros, Naser Damer, Gianni Fenu, Mirko Marras
In Proceeding of Winter Conference on Applications of Computer Vision (WACVW 2024), Waikoloa, Hawaii, Jan. 2024
Bibtex
| PDF
@inproceedings{ frcsyn-challenge-at-wacv-2024-face-recognition-challenge-in-the-era-of-synthetic-data,
author = { Pietro Melzi and Ruben Tolosana and Ruben Vera-Rodriguez and Minchul Kim and Christian Rathgeb and Xiaoming Liu and Ivan DeAndres-Tame and Aythami Morales and Julian Fierrez and Javier Ortega-Garcia and Weisong Zhao and Xiangyu Zhu and Zheyu Yan and Xiao-Yu Zhang and Jinlin Wu and Zhen Lei and Suvidha Tripathi and Mahak Kothari and Md Haider Zama and Debayan Deb and Bernardo Biesseck and Pedro Vidal and Roger Granada and Guilherme Fickel and Gustavo Fuhr and David Menotti and Alexander Unnervik and Anjith George and Christophe Ecabert and Hatef Otroshi Shahreza and Parsa Rahimi and Sebastien Marcel and Ioannis Sarridis and Christos Koutlis and Georgia Baltsou and Symeon Papadopoulos and Christos Diou and Nicolo Di Domenico and Guido Borghi and Lorenzo Pellegrini and Enrique Mas-Candela and Angela Sanchez-Perez and Andrea Atzori and Fadi Boutros and Naser Damer and Gianni Fenu and Mirko Marras },
title = { FRCSyn Challenge at WACV 2024: Face Recognition Challenge in the Era of Synthetic Data },
booktitle = { In Proceeding of Winter Conference on Applications of Computer Vision },
address = { Waikoloa, Hawaii },
month = { January },
year = { 2024 },
}
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ProS: Facial Omni-Representation Learning via Prototype-based Self-Distillation
Xing Di, Yiyu Zheng, Xiaoming Liu, Yu Cheng
In Proceeding of Winter Conference on Applications of Computer Vision (WACV 2024), Waikoloa, Hawaii, Jan. 2024
Bibtex
| arXiv
@inproceedings{ pros-facial-omni-representation-learning-via-prototype-based-self-distillation,
author = { Xing Di and Yiyu Zheng and Xiaoming Liu and Yu Cheng },
title = { ProS: Facial Omni-Representation Learning via Prototype-based Self-Distillation },
booktitle = { In Proceeding of Winter Conference on Applications of Computer Vision },
address = { Waikoloa, Hawaii },
month = { January },
year = { 2024 },
}
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Learning Clothing and Pose Invariant 3D Shape Representation for Long-Term Person Re-Identification
Feng Liu, Minchul Kim, ZiAng Gu, Anil Jain, Xiaoming Liu
In Proceeding of International Conference on Computer Vision (ICCV 2023), Paris, France, Oct. 2023
Bibtex
| PDF
| arXiv
| Project Webpage
| Code
@inproceedings{ learning-clothing-and-pose-invariant-3d-shape-representation-for-long-term-person-re-identification,
author = { Feng Liu and Minchul Kim and ZiAng Gu and Anil Jain and Xiaoming Liu },
title = { Learning Clothing and Pose Invariant 3D Shape Representation for Long-Term Person Re-Identification },
booktitle = { In Proceeding of International Conference on Computer Vision },
address = { Paris, France },
month = { October },
year = { 2023 },
}
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DCFace: Synthetic Face Generation with Dual Condition Diffusion Model
Minchul Kim, Feng Liu, Anil Jain, Xiaoming Liu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2023), Vancouver, Canada, Jun. 2023
Bibtex
| PDF
| Supplemental
@inproceedings{ dcface-synthetic-face-generation-with-dual-condition-diffusion-model,
author = { Minchul Kim and Feng Liu and Anil Jain and Xiaoming Liu },
title = { DCFace: Synthetic Face Generation with Dual Condition Diffusion Model },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Vancouver, Canada },
month = { June },
year = { 2023 },
}
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Hierarchical Fine-Grained Image Forgery Detection and Localization
Xiao Guo, Xiaohong Liu, Zhiyuan Ren, Steven Grosz, Iacopo Masi, Xiaoming Liu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2023), Vancouver, Canada, Jun. 2023
Bibtex
| PDF
| arXiv
| Supplemental
| Code
@inproceedings{ hierarchical-fine-grained-image-forgery-detection-and-localization,
author = { Xiao Guo and Xiaohong Liu and Zhiyuan Ren and Steven Grosz and Iacopo Masi and Xiaoming Liu },
title = { Hierarchical Fine-Grained Image Forgery Detection and Localization },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Vancouver, Canada },
month = { June },
year = { 2023 },
}
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Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment
Yiyou Sun, Yaojie Liu, Xiaoming Liu, Yixuan Li, Wen-Sheng Chu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2023), Vancouver, Canada, Jun. 2023
Bibtex
| arXiv
@inproceedings{ rethinking-domain-generalization-for-face-anti-spoofing-separability-and-alignment,
author = { Yiyou Sun and Yaojie Liu and Xiaoming Liu and Yixuan Li and Wen-Sheng Chu },
title = { Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Vancouver, Canada },
month = { June },
year = { 2023 },
}
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AG-ReID 2023: Aerial-Ground Person Re-identification Challenge Results
Kien Nguyen, Clinton Fookes, Sridha Sridharan, Feng Liu, Xiaoming Liu, Arun Ross, Dana Michalski, Huy Nguyen, Debayan Deb, Mahak Kothari, Manisha Saini, Dawei Du, Scott McCloskey, Gabriel Bertocco, Fernanda Andal´o, Terrance E. Boult, Anderson Rocha, Haidong Zhu, Zhaoheng Zheng, Ram Nevatia, Zaigham Randhawa, Sinan Sabri, Gianfranco Doretto
In Proceeding of International Joint Conference on Biometrics (IJCB 2023), Ljubljana, Slovenia, Sep. 2023
Bibtex
| PDF
@inproceedings{ ag-reid-2023-aerial-ground-person-re-identification-challenge-results,
author = { Kien Nguyen and Clinton Fookes and Sridha Sridharan and Feng Liu and Xiaoming Liu and Arun Ross and Dana Michalski and Huy Nguyen and Debayan Deb and Mahak Kothari and Manisha Saini and Dawei Du and Scott McCloskey and Gabriel Bertocco and Fernanda Andal´o and Terrance E. Boult and Anderson Rocha and Haidong Zhu and Zhaoheng Zheng and Ram Nevatia and Zaigham Randhawa and Sinan Sabri and Gianfranco Doretto },
title = { AG-ReID 2023: Aerial-Ground Person Re-identification Challenge Results },
booktitle = { In Proceeding of International Joint Conference on Biometrics },
address = { Ljubljana, Slovenia },
month = { September },
year = { 2023 },
}
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Unified Detection of Digital and Physical Face Attacks
Debayan Deb, Xiaoming Liu, Anil Jain
In Proceedings of the 17th International Conference on Automatic Face and Gesture Recognition (FG), Hawaii, USA, Jan. 2023
Bibtex
| PDF
| arXiv
@inproceedings{ unified-detection-of-digital-and-physical-face-attacks,
author = { Debayan Deb and Xiaoming Liu and Anil Jain },
title = { Unified Detection of Digital and Physical Face Attacks },
booktitle = { In Proceedings of the 17th International Conference on Automatic Face and Gesture Recognition (FG) },
address = { Hawaii, USA },
month = { January },
year = { 2023 },
}
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Spoof Trace Disentanglement for Generic Face Anti-Spoofing
Yaojie Liu, Xiaoming Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence, , May. 2022
Bibtex
| PDF
| arXiv
| Project Webpage
@article{ spoof-trace-disentanglement-for-generic-face-anti-spoofing,
author = { Yaojie Liu and Xiaoming Liu },
title = { Spoof Trace Disentanglement for Generic Face Anti-Spoofing },
journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
month = { May },
year = { 2022 },
}
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Cluster and Aggregate: Face Recognition with Large Probe Set
Minchul Kim, Feng Liu, Anil Jain, Xiaoming Liu
In Proceeding of Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, LA, Dec. 2022
Bibtex
| PDF
| arXiv
| Supplemental
| Project Webpage
@inproceedings{ cluster-and-aggregate-face-recognition-with-large-probe-set,
author = { Minchul Kim and Feng Liu and Anil Jain and Xiaoming Liu },
title = { Cluster and Aggregate: Face Recognition with Large Probe Set },
booktitle = { In Proceeding of Thirty-sixth Conference on Neural Information Processing Systems },
address = { New Orleans, LA },
month = { December },
year = { 2022 },
}
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Controllable and Guided Face Synthesis for Unconstrained Face Recognition
Feng Liu, Minchul Kim, Anil Jain, Xiaoming Liu
In Proceeding of European Conference on Computer Vision (ECCV 2022), Tel-Aviv, Israel, Oct. 2022
Bibtex
| PDF
| arXiv
| Supplemental
| Project Webpage
| Code
@inproceedings{ controllable-and-guided-face-synthesis-for-unconstrained-face-recognition,
author = { Feng Liu and Minchul Kim and Anil Jain and Xiaoming Liu },
title = { Controllable and Guided Face Synthesis for Unconstrained Face Recognition },
booktitle = { In Proceeding of European Conference on Computer Vision },
address = { Tel-Aviv, Israel },
month = { October },
year = { 2022 },
}
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Multi-domain Learning for Updating Face Anti-spoofing Models
Xiao Guo, Yaojie Liu, Anil Jain, Xiaoming Liu
In Proceeding of European Conference on Computer Vision (ECCV 2022), Tel-Aviv, Israel, Oct. 2022
(Oral presentation)
Bibtex
| PDF
| arXiv
| Supplemental
| Code
@inproceedings{ multi-domain-learning-for-updating-face-anti-spoofing-models,
author = { Xiao Guo and Yaojie Liu and Anil Jain and Xiaoming Liu },
title = { Multi-domain Learning for Updating Face Anti-spoofing Models },
booktitle = { In Proceeding of European Conference on Computer Vision },
address = { Tel-Aviv, Israel },
month = { October },
year = { 2022 },
}
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AdaFace: Quality Adaptive Margin for Face Recognition
Minchul Kim, Anil K. Jain, Xiaoming Liu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2022), New Orleans, LA, Jun. 2022
(Oral presentation)
Bibtex
| PDF
| arXiv
| Supplemental
| Project Webpage
| Code
@inproceedings{ adaface-quality-adaptive-margin-for-face-recognition,
author = { Minchul Kim and Anil K. Jain and Xiaoming Liu },
title = { AdaFace: Quality Adaptive Margin for Face Recognition },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { New Orleans, LA },
month = { June },
year = { 2022 },
}
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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 },
}
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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 },
}
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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 },
}
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On Disentangling Spoof Traces for Generic Face Anti-Spoofing
Yaojie Liu, Joel Stehouwer, Xiaoming Liu
In Proceeding of European Conference on Computer Vision (ECCV 2020), Virtual, Aug. 2020
Bibtex
| PDF
| arXiv
| Project Webpage
| Code
| Video
@inproceedings{ on-disentangling-spoof-traces-for-generic-face-anti-spoofing,
author = { Yaojie Liu and Joel Stehouwer and Xiaoming Liu },
title = { On Disentangling Spoof Traces for Generic Face Anti-Spoofing },
booktitle = { In Proceeding of European Conference on Computer Vision },
address = { Virtual },
month = { August },
year = { 2020 },
}
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CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition
Yuge Huang, Yuhan Wang, Ying Tai, Xiaoming Liu, Pengcheng Shen, Shaoxin Li, Jilin Li, Feiyue Huang
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2020), Seattle, WA, Jun. 2020
Bibtex
| PDF
| Code
@inproceedings{ curricularface-adaptive-curriculum-learning-loss-for-deep-face-recognition,
author = { Yuge Huang and Yuhan Wang and Ying Tai and Xiaoming Liu and Pengcheng Shen and Shaoxin Li and Jilin Li and Feiyue Huang },
title = { CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Seattle, WA },
month = { June },
year = { 2020 },
}
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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 },
}
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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 },
}
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Towards Interpretable Face Recognition
Bangjie Yin*, Luan Tran*, Haoxiang Li, Xiaohui Shen, Xiaoming Liu
In Proceeding of International Conference on Computer Vision (ICCV 2019), Seoul, South Korea, Oct. 2019
(Oral presentation)
Bibtex
| PDF
| arXiv
| Project Webpage
| Code
| Video
@inproceedings{ towards-interpretable-face-recognition,
author = { Bangjie Yin* and Luan Tran* and Haoxiang Li and Xiaohui Shen and Xiaoming Liu },
title = { Towards Interpretable Face Recognition },
booktitle = { In Proceeding of International Conference on Computer Vision },
address = { Seoul, South Korea },
month = { October },
year = { 2019 },
}
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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 },
}
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Feature Transfer Learning for Face Recognition with Under-Represented Data
Xi Yin, Xiang Yu, Kihyuk Sohn, Xiaoming Liu, Manmohan Chandraker
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, Jun. 2019
Bibtex
| PDF
| arXiv
| Supplemental
| Poster
| Project Webpage
@inproceedings{ feature-transfer-learning-for-face-recognition-with-under-represented-data,
author = { Xi Yin and Xiang Yu and Kihyuk Sohn and Xiaoming Liu and Manmohan Chandraker },
title = { Feature Transfer Learning for Face Recognition with Under-Represented Data },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Long Beach, CA },
month = { June },
year = { 2019 },
}
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Gait Recognition via Disentangled Representation Learning
Ziyuan Zhang, Luan Tran, Xi Yin, Yousef Atoum, Jian Wan, Nanxin Wang, Xiaoming Liu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, Jun. 2019
(Oral presentation)
Bibtex
| PDF
| arXiv
| Project Webpage
| Code
@inproceedings{ gait-recognition-via-disentangled-representation-learning,
author = { Ziyuan Zhang and Luan Tran and Xi Yin and Yousef Atoum and Jian Wan and Nanxin Wang and Xiaoming Liu },
title = { Gait Recognition via Disentangled Representation Learning },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Long Beach, CA },
month = { June },
year = { 2019 },
}
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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 },
}
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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 },
}
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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 },
}
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Disentangling Features in 3D Face Shapes for Joint Face Reconstruction and Recognition
Feng Liu, Dan Zeng, Qijun Zhao, Xiaoming Liu
In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2018), Salt Lake City, UT, Jun. 2018
Bibtex
| PDF
| Supplemental
| Poster
@inproceedings{ disentangling-features-in-3d-face-shapes-for-joint-face-reconstruction-and-recognition,
author = { Feng Liu and Dan Zeng and Qijun Zhao and Xiaoming Liu },
title = { Disentangling Features in 3D Face Shapes for Joint Face Reconstruction and Recognition },
booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
address = { Salt Lake City, UT },
month = { June },
year = { 2018 },
}
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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 },
}
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MSU-AVIS dataset: Fusing Face and Voice Modalities for Biometric Recognition in Indoor Surveillance Videos
Anurag Chowdhury, Yousef Atoum, Luan Tran, Xiaoming Liu, Arun Ross
In Proceeding of International Conference on Pattern Recognition (ICPR 2018), Beijing, China, Aug. 2018
Bibtex
| PDF
| Poster
| Project Webpage
@inproceedings{ msu-avis-dataset-fusing-face-and-voice-modalities-for-biometric-recognition-in-indoor-surveillance-videos,
author = { Anurag Chowdhury and Yousef Atoum and Luan Tran and Xiaoming Liu and Arun Ross },
title = { MSU-AVIS dataset: Fusing Face and Voice Modalities for Biometric Recognition in Indoor Surveillance Videos },
booktitle = { In Proceeding of International Conference on Pattern Recognition },
address = { Beijing, China },
month = { August },
year = { 2018 },
}
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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 },
}
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Towards Large-Pose Face Frontalization in the Wild
Xi Yin, Xiang Yu, Kihyuk Sohn, Xiaoming Liu, Manmohan Chandraker
In Proceeding of International Conference on Computer Vision (ICCV 2017), Venice, Italy, Oct. 2017
Bibtex
| PDF
| arXiv
| Supplemental
| Poster
| Project Webpage
@inproceedings{ towards-large-pose-face-frontalization-in-the-wild,
author = { Xi Yin and Xiang Yu and Kihyuk Sohn and Xiaoming Liu and Manmohan Chandraker },
title = { Towards Large-Pose Face Frontalization in the Wild },
booktitle = { In Proceeding of International Conference on Computer Vision },
address = { Venice, Italy },
month = { October },
year = { 2017 },
}
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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 },
}
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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 },
}
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Demographic Estimation from Face Images: Human vs. Machine Performance
Hu Han, Charles Otto, Xiaoming Liu, Anil Jain
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 37, No. 6, pp.1148-1161, , Jun. 2015
Bibtex
| PDF
@article{ demographic-estimation-from-face-images-human-vs-machine-performance,
author = { Hu Han and Charles Otto and Xiaoming Liu and Anil Jain },
title = { Demographic Estimation from Face Images: Human vs. Machine Performance },
journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
volume = { 37 },
number = { 6 },
month = { June },
year = { 2015 },
pages = { 1148--1161 },
}
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Investigating the Discriminative Power of Keystroke Sound
Joseph Roth, Xiaoming Liu, Arun Ross, Dimitris Metaxas
IEEE Transactions on Information Forensics and Security, Vol. 10, No. 2, pp.333-345, , Feb. 2015
Bibtex
| PDF
| Project Webpage
@article{ investigating-the-discriminative-power-of-keystroke-sound,
author = { Joseph Roth and Xiaoming Liu and Arun Ross and Dimitris Metaxas },
title = { Investigating the Discriminative Power of Keystroke Sound },
journal = { IEEE Transactions on Information Forensics and Security },
volume = { 10 },
number = { 2 },
month = { February },
year = { 2015 },
pages = { 333--345 },
}
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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 },
}
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Attribute Preserved Face De-identification
Amin Jourabloo, Xi Yin, Xiaoming Liu
Proc. 8th IAPR International Conference on Biometrics (ICB 2015), Phuket, Thailand, May. 2015
(equal contribution by first two authors)
Bibtex
| PDF
| Project Webpage
@inproceedings{ attribute-preserved-face-de-identification,
author = { Amin Jourabloo and Xi Yin and Xiaoming Liu },
title = { Attribute Preserved Face De-identification },
booktitle = { Proc. 8th IAPR International Conference on Biometrics },
address = { Phuket, Thailand },
month = { May },
year = { 2015 },
}
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On Continuous User Authentication via Typing Behavior
Joseph Roth, Xiaoming Liu, Dimitris Metaxas
IEEE Transactions on Image Processing, Vol. 23, No. 10, pp.4611-4624, , Oct. 2014
Bibtex
| PDF
| Project Webpage
@article{ on-continuous-user-authentication-via-typing-behavior,
author = { Joseph Roth and Xiaoming Liu and Dimitris Metaxas },
title = { On Continuous User Authentication via Typing Behavior },
journal = { IEEE Transactions on Image Processing },
volume = { 23 },
number = { 10 },
month = { October },
year = { 2014 },
pages = { 4611--4624 },
}
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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 },
}
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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 },
}
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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 },
}
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Automatic Face Recognition from Skeletal Remains
Peter Tu, Rebecca Book, Xiaoming Liu, Nils Krahnstoever, Carl Adrian, Phil Williams
Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2007), Minneapolis, Minnesota, Jun. 2007
Bibtex
| PDF
@inproceedings{ automatic-face-recognition-from-skeletal-remains,
author = { Peter Tu and Rebecca Book and Xiaoming Liu and Nils Krahnstoever and Carl Adrian and Phil Williams },
title = { Automatic Face Recognition from Skeletal Remains },
booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
address = { Minneapolis, Minnesota },
month = { June },
year = { 2007 },
}
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Face Mosaicing for Pose Robust Video-Based Recognition
Xiaoming Liu, Tsuhan Chen
Proc. 8th Asian Conference on Computer Vision (ACCV 2007), Tokyo, Japan, Sep. 2007
(Acceptance rate 32%)
Bibtex
| PDF
@inproceedings{ face-mosaicing-for-pose-robust-video-based-recognition,
author = { Xiaoming Liu and Tsuhan Chen },
title = { Face Mosaicing for Pose Robust Video-Based Recognition },
booktitle = { Proc. 8th Asian Conference on Computer Vision },
address = { Tokyo, Japan },
month = { September },
year = { 2007 },
}
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Multi-Frame Super-Resolution for Face Recognition
Frederick Wheeler, Xiaoming Liu, Peter Tu
Proc. of IEEE Conference on Biometrics: Theory, Applications and Systems (BTAS 2007), Washington D.C, USA, Sep. 2007
Bibtex
| PDF
@inproceedings{ multi-frame-super-resolution-for-face-recognition,
author = { Frederick Wheeler and Xiaoming Liu and Peter Tu },
title = { Multi-Frame Super-Resolution for Face Recognition },
booktitle = { Proc. of IEEE Conference on Biometrics: Theory, Applications and Systems },
address = { Washington D.C, USA },
month = { September },
year = { 2007 },
}
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Multi-Frame Image Restoration for Face Recognition
Frederick Wheeler, Xiaoming Liu, Peter Tu, Ralph Hoctor
Proc. IEEE Signal Processing Society Workshop on Signal Processing Applications for Public Security and Forensics (SAFE 2007), Washington, D.C., USA, Apr. 2007
Bibtex
| PDF
@inproceedings{ multi-frame-image-restoration-for-face-recognition,
author = { Frederick Wheeler and Xiaoming Liu and Peter Tu and Ralph Hoctor },
title = { Multi-Frame Image Restoration for Face Recognition },
booktitle = { Proc. IEEE Signal Processing Society Workshop on Signal Processing Applications for Public Security and Forensics },
address = { Washington, D.C., USA },
month = { April },
year = { 2007 },
}
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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 },
}
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Face Authentication for Multiple Subjects Using Eigenflow
Xiaoming Liu, Tsuhan Chen, B.V.K. Vijaya Kumar
Pattern Recognition, Vol. 36, No. 2, pp.313-328, , Feb. 2003
Bibtex
| PDF
@article{ face-authentication-for-multiple-subjects-using-eigenflow,
author = { Xiaoming Liu and Tsuhan Chen and B.V.K. Vijaya Kumar },
title = { Face Authentication for Multiple Subjects Using Eigenflow },
journal = { Pattern Recognition },
volume = { 36 },
number = { 2 },
month = { February },
year = { 2003 },
pages = { 313--328 },
}
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Video-Based Face Recognition Using Adaptive Hidden Markov Models
Xiaoming Liu, Tsuhan Chen
Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2003), Madison, Wisconsin, Jun. 2003
Bibtex
| PDF
@inproceedings{ video-based-face-recognition-using-adaptive-hidden-markov-models,
author = { Xiaoming Liu and Tsuhan Chen },
title = { Video-Based Face Recognition Using Adaptive Hidden Markov Models },
booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
address = { Madison, Wisconsin },
month = { June },
year = { 2003 },
}