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Dr. Jiankang Deng
Biography
I obtained my Ph.D.(2020) from the IBUG group under the supervision of Prof. Stefanos Zafeiriou. My doctoral research focused on deep face analysis and modeling, encompassing efficient geometry estimation, robust feature embedding, and photorealistic texture modeling. I developed algorithms and systems (InsightFace.ai) to capture, represent, and synthesize diverse human faces with high efficiency, robustness, and fidelity. Additionally, I worked in the field of visual representation learning and won many visual perception challenges (e.g., ImageNet and ActivityNet) in the past years.
Publications
Journal articles
Extended T: Learning with Mixed Closed-set and Open-set Noisy Labels
X. Xia, B. Han, N. Wang, J. Deng, J. Li, Y. Mao, T. Liu. TPAMI. 2023.
author = {X. Xia and B. Han and N. Wang and J. Deng and J. Li and Y. Mao and T. Liu},
journal = {TPAMI},
title = {Extended T: Learning with Mixed Closed-set and Open-set Noisy Labels},
year = {2023},
}
EDFace-Celeb-1 M: Benchmarking Face Hallucination with a Million-scale Dataset
K. Zhang, D. Li, W. Luo, J. Liu, J. Deng, W. Liu, S. Zafeiriou. TPAMI. 2023.
author = {K. Zhang and D. Li and W. Luo and J. Liu and J. Deng and W. Liu and S. Zafeiriou},
journal = {TPAMI},
title = {EDFace-Celeb-1 M: Benchmarking Face Hallucination with a Million-scale Dataset},
year = {2023},
}
Linear Complexity Self-Attention with 3rd Order Polynomials
F. Babiloni, I. Marras, J. Deng, F. Kokkinos, M. Maggioni, G. Chrysos, P. Torr, S. Zafeiriou. TPAMI. 2023.
author = {F. Babiloni and I. Marras and J. Deng and F. Kokkinos and M. Maggioni and G. Chrysos and P. Torr and S. Zafeiriou},
journal = {TPAMI},
title = {Linear Complexity Self-Attention with 3rd Order Polynomials},
year = {2023},
}
WebFace260M: A Benchmark for Million-Scale Deep Face Recognition
Z. Zhu, G. Huang, J. Deng, Y. Ye, J. Huang, X. Chen, J. Zhu, T. Yang, D. Du, J. Lu, J. Zhou. TPAMI. 2023.
author = {Z. Zhu and G. Huang and J. Deng and Y. Ye and J. Huang and X. Chen and J. Zhu and T. Yang and D. Du and J. Lu and J. Zhou},
journal = {TPAMI},
title = {WebFace260M: A Benchmark for Million-Scale Deep Face Recognition},
year = {2023},
}
Deep Polynomial Neural Networks
G. Chrysos, S. Moschoglou, G. Bouritsas, J. Deng, Y. Panagakis, S. Zafeiriou. TPAMI. 2022.
author = {G. Chrysos and S. Moschoglou and G. Bouritsas and J. Deng and Y. Panagakis and S. Zafeiriou},
journal = {TPAMI},
title = {Deep Polynomial Neural Networks},
year = {2022},
}
ArcFace: Additive Angular Margin Loss for Deep Face Recognition
J. Deng, J. Guo, J. Yang, N. Xue, I. Kotsia, S. Zafeiriou. TPAMI. 2021.
author = {J. Deng and J. Guo and J. Yang and N. Xue and I. Kotsia and S. Zafeiriou},
journal = {TPAMI},
title = {ArcFace: Additive Angular Margin Loss for Deep Face Recognition},
year = {2021},
}
Side Information for Face Completion: a Robust PCA Approach
N. Xue, J. Deng, S. Cheng, Y. Panagakis, S. Zafeiriou. TPAMI. 2019.
author = {N. Xue and J. Deng and S. Cheng and Y. Panagakis and S. Zafeiriou},
journal = {TPAMI},
title = {Side Information for Face Completion: a Robust PCA Approach},
year = {2019},
}
Joint multi-view face alignment in the wild
J. Deng, G. Trigeorgis, Y. Zhou, S. Zafeiriou. TIP. 2019.
author = {J. Deng and G. Trigeorgis and Y. Zhou and S. Zafeiriou},
journal = {TIP},
title = {Joint multi-view face alignment in the wild},
year = {2019},
}
The Menpo Benchmark for Multi-pose 2D and 3D Facial Landmark Localisation and Tracking
J. Deng, A. Roussos, G. Chrysos, E. Ververas, I. Kotsia, J. Shen, S. Zafeiriou. IJCV. 2018.
author = {J. Deng and A. Roussos and G. Chrysos and E. Ververas and I. Kotsia and J. Shen and S. Zafeiriou},
journal = {IJCV},
publisher = {IJCV},
title = {The Menpo Benchmark for Multi-pose 2D and 3D Facial Landmark Localisation and Tracking},
year = {2018},
}
Conference articles
FitMe: Deep Photorealistic 3D Morphable Model Avatars
A. Lattas, S. Moschoglou, S. Ploumpis, B. Gecer, J. Deng, S. Zafeiriou. CVPR. 2023.
booktitle = {CVPR},
title = {FitMe: Deep Photorealistic 3D Morphable Model Avatars},
year = {2023},
}
Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues
X. Ren, J. Deng, C. Ma, Y. Yan, X. Yang. CVPR (Highlight). 2023.
author = {X. Ren and J. Deng and C. Ma and Y. Yan and X. Yang},
booktitle = {CVPR (Highlight)},
title = {Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues},
year = {2023},
}
Regularization of Polynomial Networks for Image Recognition
G. Chrysos, B. Wang, J. Deng, V. Cevher. CVPR. 2023.
booktitle = {CVPR},
title = {Regularization of Polynomial Networks for Image Recognition},
year = {2023},
}
DamoFD: Digging into Backbone Design on Face Detection
Y. Liu, J. Deng, F. Wang, L. Shang, X. Xie, B. Sun. ICLR. 2023.
booktitle = {ICLR},
title = {DamoFD: Digging into Backbone Design on Face Detection},
year = {2023},
}
Unicom: Universal and Compact Representation Learning for Image Retrieval
X. An, J. Deng, K. Yang, J. Li, Z. Feng, J. Guo, J. Yang, T. Liu. ICLR. 2023.
booktitle = {ICLR},
title = {Unicom: Universal and Compact Representation Learning for Image Retrieval},
year = {2023},
}
Domain-General Crowd Counting in Unseen Scenarios
Z. Du, J. Deng, M. Shi. AAAI (Oral). 2023.
booktitle = {AAAI (Oral)},
title = {Domain-General Crowd Counting in Unseen Scenarios},
year = {2023},
}
Physically-Based Face Rendering for NIR-VIS Face Recognition
Y. Miao, A. Lattas, J. Deng, J. Han, S. Zafeiriou. NeurIPS. 2022.
booktitle = {NeurIPS},
title = {Physically-Based Face Rendering for NIR-VIS Face Recognition},
year = {2022},
}
MimicME: A Large Scale Diverse 4D Database for Facial Expression Analysis
A. Papaioannou, B. Gecer, S. Cheng, G. Chrysos, J. Deng, E. Fotiadou, C. Kampouris, D. Kollias, S. Moschoglou, K. Songsri-in, S. Ploumpis, G. Trigeorgis, P. Tzirakis, E. Ververas, Y. Zhou, A. Ponniah, A. Roussos, S. Zafeiriou. ECCV. 2022.
booktitle = {ECCV},
title = {MimicME: A Large Scale Diverse 4D Database for Facial Expression Analysis},
year = {2022},
}
Long-tailed Instance Segmentation using Gumbel Optimized Loss
K. Alexandridis, J. Deng, A. Nguyen, S. Luo. ECCV. 2022.
author = {K. A. and J. Deng and A. N. and S. L. },
booktitle = {ECCV},
title = {Long-tailed Instance Segmentation using Gumbel Optimized Loss},
year = {2022},
}
Augmenting Deep Classifiers with Polynomial Neural Networks
G. Chrysos, M. Georgopoulos, J. Deng, J. Kossaifi, Y. Panagakis, A. Anandkumar. ECCV. 2022.
booktitle = {ECCV},
title = {Augmenting Deep Classifiers with Polynomial Neural Networks},
year = {2022},
}
Decoupled Multi-task Learning with Cyclical Self-Regulation for Face Parsing
Q. Zheng, J. Deng, Z. Zhu, Y. Li, S. Zafeiriou. CVPR. 2022.
booktitle = {CVPR},
title = {Decoupled Multi-task Learning with Cyclical Self-Regulation for Face Parsing},
year = {2022},
}
MogFace: Towards a Deeper Appreciation on Face Detection
Y. Liu, F. Wang, J. Deng, Z. Zhou, B. Sun, H. Li. CVPR. 2022.
booktitle = {CVPR},
title = {MogFace: Towards a Deeper Appreciation on Face Detection},
year = {2022},
}
Killing Two Birds with One Stone:Efficient and Robust Training of Face Recognition CNNs by Partial FC
X. An, J. Deng, J. Guo, Z. Feng, X. Zhu, J. Yang, T. Liu. CVPR. 2022.
booktitle = {CVPR},
title = {Killing Two Birds with One Stone:Efficient and Robust Training of Face Recognition CNNs by Partial FC},
year = {2022},
}
Sample and Computation Redistribution for Efficient Face Detection
J. Guo, J. Deng, A. Lattas, S. Zafeiriou. ICLR. 2022.
booktitle = {ICLR},
title = {Sample and Computation Redistribution for Efficient Face Detection},
year = {2022},
}
Gait Recognition in the Wild: A Benchmark
Z. Zhu, X. G. , T. Yang, J. Huang, J. Deng, G. Huang, D. Du, J. Lu, J. Zhou. ICCV. 2021.
author = {Z. Zhu and X. G. and T. Yang and J. Huang and J. Deng and G. Huang and D. Du and J. Lu and J. Zhou},
booktitle = {ICCV},
title = {Gait Recognition in the Wild: A Benchmark},
year = {2021},
}
Poly-NL: Linear Complexity Non-local Layers with Polynomials
F. Babiloni, I. Marras, F. Kokkinos, J. Deng, G. Chrysos, S. Zafeiriou. ICCV. 2021.
author = {F. Babiloni and I. Marras and F. Kokkinos and J. Deng and G. Chrysos and S. Zafeiriou},
booktitle = {ICCV},
title = {Poly-NL: Linear Complexity Non-local Layers with Polynomials},
year = {2021},
}
Variational Prototype Learning for Deep Face Recognition
J. Deng, G. Jia, J. Yang, A. Lattas, S. Zafeiriou. CVPR. 2021.
booktitle = {CVPR},
title = {Variational Prototype Learning for Deep Face Recognition},
year = {2021},
}
OSTeC: One-Shot Texture Completion
B. Gecer, J. Deng, S. Zafeiriou. CVPR. 2021.
booktitle = {CVPR},
title = {OSTeC: One-Shot Texture Completion},
year = {2021},
}
WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognition
Z. Zhu, G. Huang, J. Deng, Y. Ye, J. Huang, X. Chen, J. Zhu, T. Yang, J. Lu, D. Du, J. Zhou. CVPR. 2021.
author = {Z. Zhu and G. Huang and J. Deng and Y. Ye and J. Huang and X. Chen and J. Zhu and T. Yang and J. Lu and D. Du and J. Zhou},
booktitle = {CVPR},
title = {WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognition},
year = {2021},
}
Dual T: Reducing estimation error for transition matrix in label-noise learning
Y. Yao, T. Liu, B. Han, M. Gong, J. Deng, G. Niu, M. Sugiyama. NeurIPS. 2020.
booktitle = {NeurIPS},
title = {Dual T: Reducing estimation error for transition matrix in label-noise learning},
year = {2020},
}
Sub-center ArcFace: Boosting Face Recognition by Large-scale Noisy Web Faces
J. Deng, G. Jia, T. Liu, M. Gong, S. Zafeiriou. ECCV. 2020.
booktitle = {ECCV},
title = {Sub-center ArcFace: Boosting Face Recognition by Large-scale Noisy Web Faces},
year = {2020},
}
Synthesizing Coupled 3D Face Modalities by Trunk-Branch Generative Adversarial Networks
B. Gecer, A. Lattas, S. Ploumpis, J. Deng, A. Papaioannou, S. Moschoglou, S. Zafeiriou. ECCV. 2020.
booktitle = {ECCV},
title = {Synthesizing Coupled 3D Face Modalities by Trunk-Branch Generative Adversarial Networks},
year = {2020},
}
RetinaFace: Single-Shot Multi-Level Face Localisation in the Wild
J. Deng, J. Guo, E. Ververas, I. Kotsia, S. Zafeiriou. CVPR. 2020.
author = {J. Deng and J. Guo and E. Ververas and I. Kotsia and S. Zafeiriou},
booktitle = {CVPR},
title = {RetinaFace: Single-Shot Multi-Level Face Localisation in the Wild},
year = {2020},
}
GP-NAS: Gaussian Process Based Neural Architecture Search
Z. Li, T. Xi, J. Deng, G. Zhang, S. Wen, R. He. CVPR. 2020.
author = {R. He and S. Wen and G. Zhang and J. Deng and T. Xi and Z. Li},
booktitle = {CVPR},
title = {GP-NAS: Gaussian Process Based Neural Architecture Search},
year = {2020},
}
Π-nets: Deep Polynomial Neural Networks
G. Chrysos, S. Moschoglou, G. Bouritsas, Y. Panagakis, J. Deng, S. Zafeiriou. CVPR. 2020.
author = {G. Chrysos and S. Moschoglou and G. Bouritsas and Y. Panagakis and J. Deng and S. Zafeiriou},
booktitle = {CVPR},
title = {Π-nets: Deep Polynomial Neural Networks},
year = {2020},
}
Arcface: Additive angular margin loss for deep face recognition
J. Deng, J. Guo, N. Xue, S. Zafeiriou. CVPR (Oral). 2019.
author = {J. Deng and J. Guo and N. Xue and S. Zafeiriou},
booktitle = {CVPR (Oral)},
title = {Arcface: Additive angular margin loss for deep face recognition},
year = {2019},
}
Dense 3D Face Decoding over 2500FPS: Joint Texture & Shape Convolutional Mesh Decoders
Y. Zhou, J. Deng, I. Kotsia, S. Zafeiriou. CVPR. 2019.
author = {Y. Zhou and J. Deng and I. Kotsia and S. Zafeiriou},
booktitle = {CVPR},
title = {Dense 3D Face Decoding over 2500FPS: Joint Texture & Shape Convolutional Mesh Decoders},
year = {2019},
}
UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition
J. Deng, S. Cheng, N. Xue, Y. Zhou, S. Zafeiriou. CVPR. 2018.
author = {J. Deng and S. Cheng and N. Xue and Y. Zhou and S. Zafeiriou},
booktitle = {CVPR},
title = {UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition},
year = {2018},
}
Informed Non-convex Robust Principal Component Analysis with Features
N. Xue, J. Deng, Y. Panagakis, S. Zafeiriou. AAAI (Oral). 2018.
author = {N. Xue and J. Deng and Y. Panagakis and S. Zafeiriou},
booktitle = {AAAI (Oral)},
title = {Informed Non-convex Robust Principal Component Analysis with Features},
year = {2018},
}