Explainable & Interpretable Artificial Intelligence for Biometrics


Human Saliency-Driven Patch-Based Matching for Interpretable Post-Mortem Iris Recognition
Aidan Boyd,
Daniel Moreira,
Andrey Kuehlkamp,
Kevin Bowyer,
Adam Czajka
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Boyd_2023_WACV, author = {Boyd, Aidan and Moreira, Daniel and Kuehlkamp, Andrey and Bowyer, Kevin and Czajka, Adam}, title = {Human Saliency-Driven Patch-Based Matching for Interpretable Post-Mortem Iris Recognition}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {701-710} }

Explainable Model-Agnostic Similarity and Confidence in Face Verification
Martin Knoche,
Torben Teepe,
Stefan Hörmann,
Gerhard Rigoll
[pdf]
[bibtex]
@InProceedings{Knoche_2023_WACV, author = {Knoche, Martin and Teepe, Torben and H\"ormann, Stefan and Rigoll, Gerhard}, title = {Explainable Model-Agnostic Similarity and Confidence in Face Verification}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {711-718} }

Finger-NestNet: Interpretable Fingerphoto Verification on Smartphone Using Deep Nested Residual Network
Raghavendra Ramachandra,
Hailin Li
[pdf]
[bibtex]
@InProceedings{Ramachandra_2023_WACV, author = {Ramachandra, Raghavendra and Li, Hailin}, title = {Finger-NestNet: Interpretable Fingerphoto Verification on Smartphone Using Deep Nested Residual Network}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {693-700} }

Learning Pairwise Interaction for Generalizable DeepFake Detection
Ying Xu,
Kiran Raja,
Luisa Verdoliva,
Marius Pedersen
[pdf] [supp]
[bibtex]
@InProceedings{Xu_2023_WACV, author = {Xu, Ying and Raja, Kiran and Verdoliva, Luisa and Pedersen, Marius}, title = {Learning Pairwise Interaction for Generalizable DeepFake Detection}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {672-682} }

A Principal Component Analysis-Based Approach for Single Morphing Attack Detection
Laurine Dargaud,
Mathias Ibsen,
Juan Tapia,
Christoph Busch
[pdf]
[bibtex]
@InProceedings{Dargaud_2023_WACV, author = {Dargaud, Laurine and Ibsen, Mathias and Tapia, Juan and Busch, Christoph}, title = {A Principal Component Analysis-Based Approach for Single Morphing Attack Detection}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {683-692} }