Human-Centric Trustworthy Computer Vision: From Research to Applications


Attention Aware Debiasing for Unbiased Model Prediction
Puspita Majumdar,
Richa Singh,
Mayank Vatsa
[pdf]
[bibtex]
@InProceedings{Majumdar_2021_ICCV, author = {Majumdar, Puspita and Singh, Richa and Vatsa, Mayank}, title = {Attention Aware Debiasing for Unbiased Model Prediction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4133-4141} }

End-to-End Model-Based Gait Recognition Using Synchronized Multi-View Pose Constraint
Xiang Li,
Yasushi Makihara,
Chi Xu,
Yasushi Yagi
[pdf] [supp]
[bibtex]
@InProceedings{Li_2021_ICCV, author = {Li, Xiang and Makihara, Yasushi and Xu, Chi and Yagi, Yasushi}, title = {End-to-End Model-Based Gait Recognition Using Synchronized Multi-View Pose Constraint}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4106-4115} }

SVEA: A Small-Scale Benchmark for Validating the Usability of Post-Hoc Explainable AI Solutions in Image and Signal Recognition
Sam Sattarzadeh,
Mahesh Sudhakar,
Konstantinos N. Plataniotis
[pdf] [supp]
[bibtex]
@InProceedings{Sattarzadeh_2021_ICCV, author = {Sattarzadeh, Sam and Sudhakar, Mahesh and Plataniotis, Konstantinos N.}, title = {SVEA: A Small-Scale Benchmark for Validating the Usability of Post-Hoc Explainable AI Solutions in Image and Signal Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4158-4167} }

Student-Teacher Oneness: A Storage-Efficient Approach That Improves Facial Expression Recognition
Zhenzhu Zheng,
Christopher Rasmussen,
Xi Peng
[pdf]
[bibtex]
@InProceedings{Zheng_2021_ICCV, author = {Zheng, Zhenzhu and Rasmussen, Christopher and Peng, Xi}, title = {Student-Teacher Oneness: A Storage-Efficient Approach That Improves Facial Expression Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4077-4086} }

Formula-Driven Supervised Learning With Recursive Tiling Patterns
Hirokatsu Kataoka,
Asato Matsumoto,
Ryosuke Yamada,
Yutaka Satoh,
Eisuke Yamagata,
Nakamasa Inoue
[pdf]
[bibtex]
@InProceedings{Kataoka_2021_ICCV, author = {Kataoka, Hirokatsu and Matsumoto, Asato and Yamada, Ryosuke and Satoh, Yutaka and Yamagata, Eisuke and Inoue, Nakamasa}, title = {Formula-Driven Supervised Learning With Recursive Tiling Patterns}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4098-4105} }

Transformer Meets Part Model: Adaptive Part Division for Person Re-Identification
Shenqi Lai,
Zhenhua Chai,
Xiaolin Wei
[pdf]
[bibtex]
@InProceedings{Lai_2021_ICCV, author = {Lai, Shenqi and Chai, Zhenhua and Wei, Xiaolin}, title = {Transformer Meets Part Model: Adaptive Part Division for Person Re-Identification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4150-4157} }

On the Importance of Encrypting Deep Features
Xingyang Ni,
Heikki Huttunen,
Esa Rahtu
[pdf] [arXiv]
[bibtex]
@InProceedings{Ni_2021_ICCV, author = {Ni, Xingyang and Huttunen, Heikki and Rahtu, Esa}, title = {On the Importance of Encrypting Deep Features}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4142-4149} }

Sparse Feature Representation Learning for Deep Face Gender Transfer
Xudong Liu,
Ruizhe Wang,
Hao Peng,
Minglei Yin,
Chih-Fan Chen,
Xin Li
[pdf]
[bibtex]
@InProceedings{Liu_2021_ICCV, author = {Liu, Xudong and Wang, Ruizhe and Peng, Hao and Yin, Minglei and Chen, Chih-Fan and Li, Xin}, title = {Sparse Feature Representation Learning for Deep Face Gender Transfer}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4087-4097} }

FedAffect: Few-Shot Federated Learning for Facial Expression Recognition
Debaditya Shome,
Tejaswini Kar
[pdf]
[bibtex]
@InProceedings{Shome_2021_ICCV, author = {Shome, Debaditya and Kar, Tejaswini}, title = {FedAffect: Few-Shot Federated Learning for Facial Expression Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4168-4175} }

Rethinking Common Assumptions To Mitigate Racial Bias in Face Recognition Datasets
Matthew Gwilliam,
Srinidhi Hegde,
Lade Tinubu,
Alex Hanson
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Gwilliam_2021_ICCV, author = {Gwilliam, Matthew and Hegde, Srinidhi and Tinubu, Lade and Hanson, Alex}, title = {Rethinking Common Assumptions To Mitigate Racial Bias in Face Recognition Datasets}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4123-4132} }

Multi-Perspective Features Learning for Face Anti-Spoofing
Zhuming Wang,
Yaowen Xu,
Lifang Wu,
Hu Han,
Yukun Ma,
Guozhang Ma
[pdf]
[bibtex]
@InProceedings{Wang_2021_ICCV, author = {Wang, Zhuming and Xu, Yaowen and Wu, Lifang and Han, Hu and Ma, Yukun and Ma, Guozhang}, title = {Multi-Perspective Features Learning for Face Anti-Spoofing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4116-4122} }