Explainable & Interpretable Artificial Intelligence for Biometrics

Symbolic AI for XAI: Evaluating LFIT Inductive Programming for Fair and Explainable Automatic Recruitment

Alfonso Ortega,

Julian Fierrez,

Aythami Morales,

Zilong Wang,

Tony Ribeiro

[pdf] [arXiv]

[bibtex]

@InProceedings{Ortega_2021_WACV, author = {Ortega, Alfonso and Fierrez, Julian and Morales, Aythami and Wang, Zilong and Ribeiro, Tony}, title = {Symbolic AI for XAI: Evaluating LFIT Inductive Programming for Fair and Explainable Automatic Recruitment}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2021}, pages = {78-87} }

Interpretable Security Analysis of Cancellable Biometrics Using Constrained-Optimized Similarity-Based Attack

Hanrui Wang,

Xingbo Dong,

Zhe Jin,

Andrew Beng Jin Teoh,

Massimo Tistarelli

[pdf]

[bibtex]

@InProceedings{Wang_2021_WACV, author = {Wang, Hanrui and Dong, Xingbo and Jin, Zhe and Teoh, Andrew Beng Jin and Tistarelli, Massimo}, title = {Interpretable Security Analysis of Cancellable Biometrics Using Constrained-Optimized Similarity-Based Attack}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2021}, pages = {70-77} }

An Explainable Attention-Guided Iris Presentation Attack Detector

Cunjian Chen,

Arun Ross

[pdf]

[bibtex]

@InProceedings{Chen_2021_WACV, author = {Chen, Cunjian and Ross, Arun}, title = {An Explainable Attention-Guided Iris Presentation Attack Detector}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2021}, pages = {97-106} }

Focused LRP: Explainable AI for Face Morphing Attack Detection

Clemens Seibold,

Anna Hilsmann,

Peter Eisert

[pdf]

[bibtex]

@InProceedings{Seibold_2021_WACV, author = {Seibold, Clemens and Hilsmann, Anna and Eisert, Peter}, title = {Focused LRP: Explainable AI for Face Morphing Attack Detection}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2021}, pages = {88-96} }

Explainable Fingerprint ROI Segmentation Using Monte Carlo Dropout

Indu Joshi,

Riya Kothari,

Ayush Utkarsh,

Vinod K. Kurmi,

Antitza Dantcheva,

Sumantra Dutta Roy,

Prem Kumar Kalra

[pdf]

[bibtex]

@InProceedings{Joshi_2021_WACV, author = {Joshi, Indu and Kothari, Riya and Utkarsh, Ayush and Kurmi, Vinod K. and Dantcheva, Antitza and Roy, Sumantra Dutta and Kalra, Prem Kumar}, title = {Explainable Fingerprint ROI Segmentation Using Monte Carlo Dropout}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2021}, pages = {60-69} }