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Welcome to the homepage of the CVL/LMI sclera recognition project.

If you use our data, code, or other project files, please cite our papers:

@article{vitek2023ipad,
	title={IPAD: Iterative Pruning with Activation Deviation for Sclera Biometrics},
	author={Vitek, Matej and Bizjak, Matic and Peer, Peter and \v{S}truc, Vitomir},
	journal={Journal of King Saud University -- Computer and Information Sciences},
	volume={35},
	number={8},
	pages={101630},
	year={2023},
	publisher={Elsevier},
	doi="10.1016/J.JKSUCI.2023.101630"
}

@article{vitek2023exploring,
	title={Exploring Bias in Sclera Segmentation Models: A Group Evaluation Approach},
	author={Vitek, Matej and Das, Abhijit and Lucio, Diego Rafael and Zanlorensi, Luiz Antonio and Menotti, David and Khiarak, Jalil Nourmohammadi and Shahpar, Mohsen Akbari and Asgari-Chenaghlu, Meysam and Jaryani, Farhang and Tapia, Juan E. and Valenzuela, Andres and Wang, Caiyong and Wang, Yunlong and He, Zhaofeng and Sun, Zhenan and Boutros, Fadi and Damer, Naser and Grebe, Jonas Henry and Kuijper, Arjan and Raja, Kiran and Gupta, Gourav and Zampoukis, Georgios and Tsochatzidis, Lazaros and Pratikakis, Ioannis and Aruna Kumar, S.V. and Harish, B.S. and Pal, Umapada and Peer, Peter and \v{S}truc, Vitomir},
	journal={IEEE Transactions on Information Forensics and Security (TIFS)},
	volume={18},
	pages={190--205},
	year={2023},
	doi="10.1109/TIFS.2022.3216468"
}

@article{vitek2020comprehensive,
	title={A Comprehensive Investigation into Sclera Biometrics: A Novel Dataset and Performance Study},
	author={Vitek, Matej and Rot, Peter and \v{S}truc, Vitomir and Peer, Peter},
	journal={Neural Computing \& Applications (NCAA)},
	volume={32},
	pages={17941--17955},
	year={2020},
	publisher={Springer},
	doi="10.1007/s00521-020-04782-1"
}

@inproceedings{ssbc2020,
	title={{SSBC} 2020: Sclera Segmentation Benchmarking Competition in the Mobile Environment},
	author={Vitek, Matej and Das, Abhijit and Pourcenoux, Yann and Missler, Alexandre and Paumier, Calvin and Das, Sumanta and De Ghosh, Ishita and Lucio, Diego R. and Zanlorensi Jr., Luiz A. and Menotti, David and Boutros, Fadi and Damer, Naser and Grebe, Jonas Henry and Kuijper, Arjan and Hu, Junxing and He, Yong and Wang, Caiyong and Liu, Hongda and Wang, Yunlong and Sun, Zhenan and Osorio-Roig, Daile and Rathgeb, Christian and Busch, Christoph and Tapia Farias, Juan and Valenzuela, Andres and Zampoukis, Georgios and Tsochatzidis, Lazaros and Pratikakis, Ioannis and Nathan, Sabari and Suganya, R and Mehta, Vineet and Dhall, Abhinav and Raja, Kiran and Gupta, Gourav and Khiarak, Jalil Nourmohammadi and Akbari-Shahper, Mohsen and Jaryani, Farhang and Asgari-Chenaghlu, Meysam and Vyas, Ritesh and Dakshit, Sristi and Dakshit, Sagnik and Peer, Peter and Pal, Umapada and \v{S}truc, Vitomir},
	booktitle={IEEE International Joint Conference on Biometrics (IJCB)},
	pages={1--10},
	year={2020},
	month={10},
	doi="10.1109/IJCB48548.2020.9304881"
}

@incollection{rot2020deep,
	title={Deep Sclera Segmentation and Recognition},
	author={Rot, Peter and Vitek, Matej and Grm, Klemen and Emer\v{s}i\v{c}, \v{Z}iga and Peer, Peter and \v{S}truc, Vitomir},
	booktitle={Handbook of Vascular Biometrics (HVB)},
	editor={Uhl, Andreas and Busch, Christoph and Marcel, S\'{e}bastien and Veldhuis, Raymond N. J.},
	pages={395--432},
	year={2020},
	publisher={Springer},
	doi="10.1007/978-3-030-27731-4_13"
}

People

Matej Vitek

Matej Vitek
Assistant, PhD Student
Contact email: matej.vitek@fri.uni-lj.si

Computer Vision Laboratory (CVL)
Faculty of Computer and Information Science, University of Ljubljana
Večna pot 113
SI-1000 Ljubljana, Slovenia

Matej Vitek is an assistant, researcher, and PhD student at the Faculty of Computer and Information Science at the University of Ljubljana, Slovenia. He received his BSc in 2015 from the Faculty of Computer Science and Informatics and Faculty of Mathematics and Physics at the University of Ljubljana, and received his MSc in 2018 from the same institutions. He co-organised the Sclera Segmentation Benchmarking Competition at the IEEE/IAPR International Joint Conference on Biometrics 2020. He has served as a reviewer for reputable computer vision and biometrics conferences and journals. His current research focuses on lightweight sclera recognition. His past projects included work in game development and artificial intelligence, as well as quantum computing and circuits.

Peter Rot

Peter Rot
Researcher, PhD Student
Contact email: peter.rot@fri.uni-lj.si

Laboratory for Machine Intelligence (LMI)
Faculty of Electrical Engineering, University of Ljubljana
Tržaška cesta 25
SI-1000 Ljubljana, Slovenia

Computer Vision Laboratory (CVL)
Faculty of Computer and Information Science, University of Ljubljana
Večna pot 113
SI-1000 Ljubljana, Slovenia

Peter Rot is a researcher at the Laboratory for Machine Intelligence, Faculty of Electrical Engineering, and the Laboratory for Computer Vision, Faculty of Computer and Information Science, University of Ljubljana, Slovenia. He received his Bachelor's (2015) and Master's (2018) degrees from the Faculty of Computer and Information Science and he is currently pursuing a PhD in computer science at the University of Ljubljana. During his undergraduate studies he completed several internships, including internships at the Jozef Stefan Institute (Ljubljana, Slovenia) and Philips (Belfast, UK). His research interests include privacy aspects of face biometrics, sclera recognition and deep learning. Peter is a student member of the IEEE, a member of IAPR and a reviewer for top-tier conferences and journals, such as the IEEE Transactions in Information Forensics and Security (TIFS), Face and Gesture (FG), and the Computer Vision Winter Workshop (CVWW).

Vitomir Štruc

Prof. Vitomir Štruc, PhD
Full Professor
Contact email: vitomir.struc@fe.uni-lj.si

Laboratory for Machine Intelligence (LMI)
Faculty of Electrical Engineering, University of Ljubljana
Tržaška cesta 25
SI-1000 Ljubljana, Slovenia

Vitomir Štruc is a Full Professor at the Faculty of Electrical Engineering at the University of Ljubljana, Slovenia. He was a guest Assistant Professor at the Computer Science and Engineering Department at the University of Notre Dame during the summer of 2015. Vitomir received his PhD degree in electrical engineering from the University of Ljubljana in 2010, for which he was awarded the 2011 Vodovnik award, and is the recipient of the “2015 young researcher award” of the University of Ljubljana. Vitomir participated in several national and EU funded R&D projects and authored (or co-authored) more than 100 research papers for leading international peer reviewed journals and conferences related to different areas of computer vision, image processing, pattern recognition, and biometrics. Vitomir has served on the organizing committees of several workshops and conferences and is currently sponsorship co-chair for BTAS 2019, a finance co-chair for IEEE FG 2019, and the workshop chair for WACV 2020. He previously served as a workshop&tutorial co-chair for IEEE FG 2018, a competition co-chair for IEEE/IAPR IJCB 2017, a progam co-chair for ISPA 2017, co-organizer of the 2017 Biometrics in the Wild workshop (BWild 2017) and the finance chair for IEEE FG 2019. Vitomir is a member of the editorial board of IET Biometrics, an associate editor for Elsevier’s Signal Processing and the IEEE Transactions on Information Forensics and Security (T-IFS). He is a section editor for the IEEE Biometrics Compendium and served as a guest editor for Image and Vision Computing for two special issues. Vitomir is a member of the IEEE, IAPR, the national contact point for the European Association for Biometrics (EAB) and the former vice-president, former treasurer and current president of the Slovenian Pattern Recognition Society (branch of IAPR).

Peter Peer

Prof. Peter Peer, PhD
Full Professor
Contact email: peter.peer@fri.uni-lj.si

Computer Vision Laboratory (CVL)
Faculty of Computer and Information Science, University of Ljubljana
Večna pot 113
SI-1000 Ljubljana, Slovenia

Peter Peer is a full professor at the Faculty of Computer and Information Science at the University of Ljubljana, Slovenia, where he also heads the Computer Vision Laboratory, coordinates the double degree study programme with the Kyungpook National University, South Korea, and serves as the Vice Dean for Economic Affairs. He received his PhD from the same institution in 2003, after which he was an invited post-doc researcher at CEIT in San Sebastian, Spain. His field of research is computer vision with a focus on biometrics. He participated in several national and EU funded R&D projects and (co-)authored over 100 research papers in respected scientific peer-reviewed journals and conferences related to computer vision, image processing, pattern recognition, and biometrics. He co-organised the Unconstrained Ear Recognition Challenge at the IEEE/IAPR International Joint Conference on Biometrics in 2017 and at the IAPR International Conference on Biometrics. In 2018 he was a co-editor of an IET Biometrics special issue on ear recognition. He currently serves as an associate editor for IEEE Access and IET Biometrics. He is a memeber of EAB, IAPR, and IEEE. He also served for 4 years as chairman of the Slovenian IEEE Computer chapter.