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2024

Rot, Peter; Terhorst, Philipp; Peer, Peter; Štruc, Vitomir

ASPECD: Adaptable Soft-Biometric Privacy-Enhancement Using Centroid Decoding for Face Verification Proceedings Article

V: Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition (FG), str. 1-9, 2024.

Povzetek | Povezava | BibTeX | Oznake: deepfake, deepfakes, face, face analysis, face deidentification, face image processing, face images, face synthesis, face verification, privacy, privacy enhancement, privacy protection, privacy-enhancing techniques, soft biometric privacy, soft biometrics

Babnik, Žiga; Boutros, Fadi; Damer, Naser; Peer, Peter; Štruc, Vitomir

AI-KD: Towards Alignment Invariant Face Image Quality Assessment Using Knowledge Distillation Proceedings Article

V: Proceedings of the International Workshop on Biometrics and Forensics (IWBF), str. 1-6, 2024.

Povzetek | Povezava | BibTeX | Oznake: ai, CNN, deep learning, face, face image quality assessment, face image quality estimation, face images, face recognition, face verification

Rot, Peter; Križaj, Janez; Peer, Peter; Štruc, Vitomir

Enhancing Gender Privacy with Photo-realistic Fusion of Disentangled Spatial Segments Proceedings Article

V: Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), str. 1-5, 2024.

BibTeX | Oznake: deep learning, face, privacy, privacy enhancement, privacy protection, privacy-enhancing techniques, soft biometric privacy

Babnik, Žiga; Peer, Peter; Štruc, Vitomir

eDifFIQA: Towards Efficient Face Image Quality Assessment based on Denoising Diffusion Probabilistic Models Članek v strokovni reviji

V: IEEE Transactions on Biometrics, Behavior, and Identity Science (TBIOM), str. 1-16, 2024, ISSN: 2637-6407.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, deep learning, DifFIQA, difussion, face, face image quality assesment, face recognition, FIQA

Brodarič, Marko; Peer, Peter; Štruc, Vitomir

Cross-Dataset Deepfake Detection: Evaluating the Generalization Capabilities of Modern DeepFake Detectors Proceedings Article

V: Proceedings of the 27th Computer Vision Winter Workshop (CVWW), str. 1-10, 2024.

Povzetek | Povezava | BibTeX | Oznake: data integrity, deepfake, deepfake detection, deepfakes, difussion, face, faceforensics++, media forensics

Križaj, Janez; Plesh, Richard O.; Banavar, Mahesh; Schuckers, Stephanie; Štruc, Vitomir

Deep Face Decoder: Towards understanding the embedding space of convolutional networks through visual reconstruction of deep face templates Članek v strokovni reviji

V: Engineering Applications of Artificial Intelligence, vol. 132, iss. 107941, str. 1-20, 2024.

Povzetek | Povezava | BibTeX | Oznake: CNN, embedding space, face, face images, face recognition, face synthesis, template reconstruction, xai

Ivanovska, Marija; Štruc, Vitomir

On the Vulnerability of Deepfake Detectors to Attacks Generated by Denoising Diffusion Models Proceedings Article

V: Proceedings of WACV Workshops, str. 1051-1060, 2024.

Povzetek | Povezava | BibTeX | Oznake: deep learning, deepfake, deepfake detection, diffusion models, face, media forensics

2023

Larue, Nicolas; Vu, Ngoc-Son; Štruc, Vitomir; Peer, Peter; Christophides, Vassilis

SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes Proceedings Article

V: Proceedings of the International Conference on Computer Vision (ICCV), str. 21011 - 21021, IEEE 2023.

Povzetek | Povezava | BibTeX | Oznake: CNN, deepfake detection, deepfakes, face, media forensics, one-class learning, representation learning

Rot, Peter; Grm, Klemen; Peer, Peter; Štruc, Vitomir

PrivacyProber: Assessment and Detection of Soft–Biometric Privacy–Enhancing Techniques Članek v strokovni reviji

V: IEEE Transactions on Dependable and Secure Computing, str. 1-18, 2023, ISBN: 1545-5971.

Povzetek | Povezava | BibTeX | Oznake: biometrics, face, privacy, privacy enhancement, privacy protection, privacy-enhancing techniques, soft biometric privacy

Babnik, Žiga; Peer, Peter; Štruc, Vitomir

DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic Models Proceedings Article

V: IEEE International Joint Conference on Biometrics , str. 1-10, IEEE, Ljubljana, Slovenia, 2023.

Povzetek | Povezava | BibTeX | Oznake: biometrics, deep learning, denoising diffusion probabilistic models, diffusion, face, face image quality assesment, face recognition, FIQA, quality

Peng, Bo; Sun, Xianyun; Wang, Caiyong; Wang, Wei; Dong, Jing; Sun, Zhenan; Zhang, Rongyu; Cong, Heng; Fu, Lingzhi; Wang, Hao; Zhang, Yusheng; Zhang, HanYuan; Zhang, Xin; Liu, Boyuan; Ling, Hefei; Dragar, Luka; Batagelj, Borut; Peer, Peter; Struc, Vitomir; Zhou, Xinghui; Liu, Kunlin; Feng, Weitao; Zhang, Weiming; Wang, Haitao; Diao, Wenxiu

DFGC-VRA: DeepFake Game Competition on Visual Realism Assessment Proceedings Article

V: IEEE International Joint Conference on Biometrics (IJCB 2023), str. 1-9, Ljubljana, Slovenia, 2023.

Povzetek | Povezava | BibTeX | Oznake: competition IJCB, deepfake detection, deepfakes, face, realism assessment

Kolf, Jan Niklas; Boutros, Fadi; Elliesen, Jurek; Theuerkauf, Markus; Damer, Naser; Alansari, Mohamad Y; Hay, Oussama Abdul; Alansari, Sara Yousif; Javed, Sajid; Werghi, Naoufel; Grm, Klemen; Struc, Vitomir; Alonso-Fernandez, Fernando; Hernandez-Diaz, Kevin; Bigun, Josef; George, Anjith; Ecabert, Christophe; Shahreza, Hatef Otroshi; Kotwal, Ketan; Marcel, Sébastien; Medvedev, Iurii; Bo, Jin; Nunes, Diogo; Hassanpour, Ahmad; Khatiwada, Pankaj; Toor, Aafan Ahmad; Yang, Bian

EFaR 2023: Efficient Face Recognition Competition Proceedings Article

V: IEEE International Joint Conference on Biometrics (IJCB 2023), str. 1-12, Ljubljana, Slovenia, 2023.

Povzetek | Povezava | BibTeX | Oznake: biometrics, deep learning, face, face recognition, lightweight models

Ivanovska, Marija; Štruc, Vitomir

Face Morphing Attack Detection with Denoising Diffusion Probabilistic Models Proceedings Article

V: Proceedings of the International Workshop on Biometrics and Forensics (IWBF), str. 1-6, 2023.

Povzetek | Povezava | BibTeX | Oznake: biometrics, deep learning, denoising diffusion probabilistic models, diffusion, face, face morphing attack, morphing attack, morphing attack detection

Babnik, Žiga; Damer, Naser; Štruc, Vitomir

Optimization-Based Improvement of Face Image Quality Assessment Techniques Proceedings Article

V: Proceedings of the International Workshop on Biometrics and Forensics (IWBF), 2023.

Povzetek | Povezava | BibTeX | Oznake: distillation, face, face image quality assessment, face image quality estimation, face images, optimization, quality, transfer learning

Grm, Klemen; Ozata, Berk; Struc, Vitomir; Ekenel, Hazim K.

Meet-in-the-middle: Multi-scale upsampling and matching for cross-resolution face recognition Proceedings Article

V: WACV workshops, str. 120-129, 2023.

Povzetek | Povezava | BibTeX | Oznake: deep learning, face, face recognition, multi-scale matching, smart surveillance, surveillance, surveillance technology

Eyiokur, Fevziye Irem; Kantarci, Alperen; Erakin, Mustafa Ekrem; Damer, Naser; Ofli, Ferda; Imran, Muhammad; Križaj, Janez; Salah, Albert Ali; Waibel, Alexander; Štruc, Vitomir; Ekenel, Hazim K.

A Survey on Computer Vision based Human Analysis in the COVID-19 Era Članek v strokovni reviji

V: Image and Vision Computing, vol. 130, no. 104610, str. 1-19, 2023.

Povzetek | Povezava | BibTeX | Oznake: COVID-19, face, face alignment, face analysis, face image processing, face image quality assessment, face landmarking, face recognition, face verification, human analysis, masked face analysis

2022

Huber, Marco; Boutros, Fadi; Luu, Anh Thi; Raja, Kiran; Ramachandra, Raghavendra; Damer, Naser; Neto, Pedro C.; Goncalves, Tiago; Sequeira, Ana F.; Cardoso, Jaime S.; Tremoco, João; Lourenco, Miguel; Serra, Sergio; Cermeno, Eduardo; Ivanovska, Marija; Batagelj, Borut; Kronovšek, Andrej; Peer, Peter; Štruc, Vitomir

SYN-MAD 2022: Competition on Face Morphing Attack Detection based on Privacy-aware Synthetic Training Data Proceedings Article

V: IEEE International Joint Conference on Biometrics (IJCB), str. 1-10, 2022, ISBN: 978-1-6654-6394-2.

Povezava | BibTeX | Oznake: data synthesis, deep learning, face, face PAD, pad, synthetic data

Ivanovska, Marija; Kronovšek, Andrej; Peer, Peter; Štruc, Vitomir; Batagelj, Borut

Face Morphing Attack Detection Using Privacy-Aware Training Data Proceedings Article

V: Proceedings of ERK 2022, str. 1-4, 2022.

Povzetek | Povezava | BibTeX | Oznake: competition, face, face morphing, face morphing attack, face morphing detection, private data, synthetic data

Križaj, Janez; Dobrišek, Simon; Štruc, Vitomir

Making the most of single sensor information : a novel fusion approach for 3D face recognition using region covariance descriptors and Gaussian mixture models Članek v strokovni reviji

V: Sensors, iss. 6, no. 2388, str. 1-26, 2022.

Povzetek | Povezava | BibTeX | Oznake: 3d face, biometrics, face, face analysis, face images, face recognition

Rot, Peter; Peer, Peter; Štruc, Vitomir

Detecting Soft-Biometric Privacy Enhancement Book Section

V: Rathgeb, Christian; Tolosana, Ruben; Vera-Rodriguez, Ruben; Busch, Christoph (Ur.): Handbook of Digital Face Manipulation and Detection, 2022.

Povezava | BibTeX | Oznake: biometrics, face, privacy, privacy enhancement, privacy-enhancing techniques, soft biometric privacy

2021

Ivanovska, Marija; Štruc, Vitomir

A Comparative Study on Discriminative and One--Class Learning Models for Deepfake Detection Proceedings Article

V: Proceedings of ERK 2021, str. 1–4, 2021.

Povzetek | Povezava | BibTeX | Oznake: biometrics, comparative study, computer vision, deepfake detection, deepfakes, detection, face, one-class learning

Grm, Klemen; Vitomir, Štruc

Frequency Band Encoding for Face Super-Resolution Proceedings Article

V: Proceedings of ERK 2021, str. 1-4, 2021.

Povzetek | Povezava | BibTeX | Oznake: CNN, deep learning, face, face hallucination, frequency encoding, super-resolution

Batagelj, Borut; Peer, Peter; Štruc, Vitomir; Dobrišek, Simon

How to correctly detect face-masks for COVID-19 from visual information? Članek v strokovni reviji

V: Applied sciences, vol. 11, no. 5, str. 1-24, 2021, ISBN: 2076-3417.

Povzetek | Povezava | BibTeX | Oznake: computer vision, COVID-19, deep learning, detection, face, mask detection, recognition

2020

Grm, Klemen; Scheirer, Walter J.; Štruc, Vitomir

Face hallucination using cascaded super-resolution and identity priors Članek v strokovni reviji

V: IEEE Transactions on Image Processing, 2020.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, computer vision, deep learning, face, face hallucination, super-resolution

2019

Grm, Klemen; Pernus, Martin; Cluzel, Leo; Scheirer, Walter J.; Dobrisek, Simon; Struc, Vitomir

Face Hallucination Revisited: An Exploratory Study on Dataset Bias Proceedings Article

V: IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019.

Povzetek | Povezava | BibTeX | Oznake: dataset bias, face, face hallucination, super-resolution

2018

Meden, Blaz; Peer, Peter; Struc, Vitomir

Selective Face Deidentification with End-to-End Perceptual Loss Learning Proceedings Article

V: 2018 IEEE International Work Conference on Bioinspired Intelligence (IWOBI), str. 1–7, IEEE 2018.

Povzetek | Povezava | BibTeX | Oznake: deidentification, face, face deidentification, privacy protection

Grm, Klemen; Štruc, Vitomir

Deep face recognition for surveillance applications Članek v strokovni reviji

V: IEEE Intelligent Systems, vol. 33, no. 3, str. 46–50, 2018.

Povzetek | Povezava | BibTeX | Oznake: biometrics, face, face recognition, performance evaluation, surveillance

Meden, Blaž; Emeršič, Žiga; Štruc, Vitomir; Peer, Peter

k-Same-Net: k-Anonymity with Generative Deep Neural Networks for Face Deidentification Članek v strokovni reviji

V: Entropy, vol. 20, no. 1, str. 60, 2018.

Povzetek | Povezava | BibTeX | Oznake: deidentification, face, k-same, k-same-net, privacy protection

2017

Klemen, Grm; Simon, Dobrišek; Vitomir, Štruc

Evaluating image superresolution algorithms for cross-resolution face recognition Proceedings Article

V: Proceedings of the Twenty-sixth International Electrotechnical and Computer Science Conference ERK 2017, 2017.

Povzetek | Povezava | BibTeX | Oznake: face, face hallucination, face recognition, performance evaluation, super-resolution

Meden, Blaž; Malli, Refik Can; Fabijan, Sebastjan; Ekenel, Hazim Kemal; Štruc, Vitomir; Peer, Peter

Face deidentification with generative deep neural networks Članek v strokovni reviji

V: IET Signal Processing, vol. 11, no. 9, str. 1046–1054, 2017.

Povzetek | Povezava | BibTeX | Oznake: biometrics, computer vision, deidentification, face, privacy protection

Meden, Blaz; Emersic, Ziga; Struc, Vitomir; Peer, Peter

k-Same-Net: Neural-Network-Based Face Deidentification Proceedings Article

V: 2017 International Conference and Workshop on Bioinspired Intelligence (IWOBI), str. 1–7, IEEE 2017.

Povzetek | Povezava | BibTeX | Oznake: deidentification, face, privacy protection