Explainable & Interpretable Artificial Intelligence for Biometrics

Semantic Network Interpretation

Pei Guo,

Ryan Farrell

[pdf] [arXiv]

[bibtex]

@InProceedings{Guo_2022_WACV, author = {Guo, Pei and Farrell, Ryan}, title = {Semantic Network Interpretation}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2022}, pages = {400-409} }

Interpretable Deep Learning-Based Forensic Iris Segmentation and Recognition

Andrey Kuehlkamp,

Aidan Boyd,

Adam Czajka,

Kevin Bowyer,

Patrick Flynn,

Dennis Chute,

Eric Benjamin

[pdf] [arXiv]

[bibtex]

@InProceedings{Kuehlkamp_2022_WACV, author = {Kuehlkamp, Andrey and Boyd, Aidan and Czajka, Adam and Bowyer, Kevin and Flynn, Patrick and Chute, Dennis and Benjamin, Eric}, title = {Interpretable Deep Learning-Based Forensic Iris Segmentation and Recognition}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2022}, pages = {359-368} }

Myope Models - Are Face Presentation Attack Detection Models Short-Sighted?

Pedro C. Neto,

Ana F. Sequeira,

Jaime S. Cardoso

[pdf]

[bibtex]

@InProceedings{Neto_2022_WACV, author = {Neto, Pedro C. and Sequeira, Ana F. and Cardoso, Jaime S.}, title = {Myope Models - Are Face Presentation Attack Detection Models Short-Sighted?}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2022}, pages = {390-399} }

Explainability of the Implications of Supervised and Unsupervised Face Image Quality Estimations Through Activation Map Variation Analyses in Face Recognition Models

Biying Fu,

Naser Damer

[pdf] [arXiv]

[bibtex]

@InProceedings{Fu_2022_WACV, author = {Fu, Biying and Damer, Naser}, title = {Explainability of the Implications of Supervised and Unsupervised Face Image Quality Estimations Through Activation Map Variation Analyses in Face Recognition Models}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2022}, pages = {349-358} }

Skeleton-Based Typing Style Learning for Person Identification

Lior Gelberg,

David Mendlovic,

Dan Raviv

[pdf] [supp]

[bibtex]

@InProceedings{Gelberg_2022_WACV, author = {Gelberg, Lior and Mendlovic, David and Raviv, Dan}, title = {Skeleton-Based Typing Style Learning for Person Identification}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2022}, pages = {369-378} }

Supervised Contrastive Learning for Generalizable and Explainable DeepFakes Detection

Ying Xu,

Kiran Raja,

Marius Pedersen

[pdf] [supp]

[bibtex]

@InProceedings{Xu_2022_WACV, author = {Xu, Ying and Raja, Kiran and Pedersen, Marius}, title = {Supervised Contrastive Learning for Generalizable and Explainable DeepFakes Detection}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2022}, pages = {379-389} }