Foundation and Generative Models in Biometrics


GaitCrafter: Diffusion Model for Biometric Preserving Gait Synthesis
Sirshapan Mitra,
Yogesh Singh Rawat
[pdf] [arXiv]
[bibtex]
@InProceedings{Mitra_2025_ICCV, author = {Mitra, Sirshapan and Rawat, Yogesh Singh}, title = {GaitCrafter: Diffusion Model for Biometric Preserving Gait Synthesis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3667-3676} }

A Multi-domain Image Translative Diffusion StyleGAN for Iris Presentation Attack Detection
Shivangi Yadav,
Arun Ross
[pdf] [arXiv]
[bibtex]
@InProceedings{Yadav_2025_ICCV, author = {Yadav, Shivangi and Ross, Arun}, title = {A Multi-domain Image Translative Diffusion StyleGAN for Iris Presentation Attack Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3688-3697} }

FaceLLM: A Multimodal Large Language Model for Face Understanding
Hatef Otroshi Shahreza,
Sébastien Marcel
[pdf] [arXiv]
[bibtex]
@InProceedings{Shahreza_2025_ICCV, author = {Shahreza, Hatef Otroshi and Marcel, S\'ebastien}, title = {FaceLLM: A Multimodal Large Language Model for Face Understanding}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3677-3687} }

Foundation versus Domain-specific Models: Performance Comparison, Fusion, and Explainability in Face Recognition
Redwan Sony,
Parisa Farmanifard,
Arun Ross,
Anil K. Jain
[pdf] [arXiv]
[bibtex]
@InProceedings{Sony_2025_ICCV, author = {Sony, Redwan and Farmanifard, Parisa and Ross, Arun and Jain, Anil K.}, title = {Foundation versus Domain-specific Models: Performance Comparison, Fusion, and Explainability in Face Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3656-3666} }

FLUXSynID: A Framework for Identity-Controlled Synthetic Face Generation with Document and Live Images
Raul Ismayilov,
Dzemila Sero,
Luuk Spreeuwers
[pdf] [arXiv]
[bibtex]
@InProceedings{Ismayilov_2025_ICCV, author = {Ismayilov, Raul and Sero, Dzemila and Spreeuwers, Luuk}, title = {FLUXSynID: A Framework for Identity-Controlled Synthetic Face Generation with Document and Live Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3698-3708} }