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2024

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

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

Ivanovska, Marija; Štruc, Vitomir

Y-GAN: Learning Dual Data Representations for Anomaly Detection in Images Članek v strokovni reviji

V: Expert Systems with Applications (ESWA), vol. 248, no. 123410, str. 1-7, 2024.

Povzetek | Povezava | BibTeX | Oznake: anomaly detection, CNN, deep learning, one-class learning, y-gan

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

2023

Pernuš, Martin; Štruc, Vitomir; Dobrišek, Simon

MaskFaceGAN: High Resolution Face Editing With Masked GAN Latent Code Optimization Članek v strokovni reviji

V: IEEE Transactions on Image Processing, 2023, ISSN: 1941-0042.

Povzetek | Povezava | BibTeX | Oznake: CNN, computer vision, deep learning, face editing, face image processing, GAN, GAN inversion, generative models, StyleGAN

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

Vitek, Matej; Bizjak, Matic; Peer, Peter; Štruc, Vitomir

IPAD: Iterative Pruning with Activation Deviation for Sclera Biometrics Članek v strokovni reviji

V: Journal of King Saud University - Computer and Information Sciences, vol. 35, no. 8, str. 1-21, 2023.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, deep learning, model compression, pruning, sclera, sclera segmentation

Pernuš, Martin; Bhatnagar, Mansi; Samad, Badr; Singh, Divyanshu; Peer, Peter; Štruc, Vitomir; Dobrišek, Simon

ChildNet: Structural Kinship Face Synthesis Model With Appearance Control Mechanisms Članek v strokovni reviji

V: IEEE Access, str. 1-22, 2023, ISSN: 2169-3536.

Povzetek | Povezava | BibTeX | Oznake: artificial intelligence, CNN, deep learning, face generation, face synthesis, GAN, GAN inversion, kinship, kinship synthesis, StyleGAN2

Boutros, Fadi; Štruc, Vitomir; Fierrez, Julian; Damer, Naser

Synthetic data for face recognition: Current state and future prospects Članek v strokovni reviji

V: Image and Vision Computing, no. 104688, 2023.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, diffusion, face recognition, generative models, survey, synthetic data

Meden, Blaž; Gonzalez-Hernandez, Manfred; Peer, Peter; Štruc, Vitomir

Face deidentification with controllable privacy protection Članek v strokovni reviji

V: Image and Vision Computing, vol. 134, no. 104678, str. 1-19, 2023.

Povzetek | Povezava | BibTeX | Oznake: CNN, deep learning, deidentification, face recognition, GAN, GAN inversion, privacy, privacy protection, StyleGAN2

Hrovatič, Anja; Peer, Peter; Štruc, Vitomir; Emeršič, Žiga

Efficient ear alignment using a two-stack hourglass network Članek v strokovni reviji

V: IET Biometrics , str. 1-14, 2023, ISSN: 2047-4938.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, deep learning, ear, ear alignment, ear recognition

2022

Gan, Chenquan; Yang, Yucheng; Zhub, Qingyi; Jain, Deepak Kumar; Struc, Vitomir

DHF-Net: A hierarchical feature interactive fusion network for dialogue emotion recognition Članek v strokovni reviji

V: Expert Systems with Applications, vol. 210, 2022.

Povzetek | Povezava | BibTeX | Oznake: attention, CNN, deep learning, dialogue, emotion recognition, fusion, fusion network, nlp, semantics, text, text processing

Tomašević, Darian; Peer, Peter; Štruc, Vitomir

BiOcularGAN: Bimodal Synthesis and Annotation of Ocular Images Proceedings Article

V: IEEE/IAPR International Joint Conference on Biometrics (IJCB 2022) , str. 1-10, 2022.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, data synthesis, deep learning, ocular, segmentation, StyleGAN, synthetic data

Šircelj, Jaka; Peer, Peter; Solina, Franc; Štruc, Vitomir

Hierarchical Superquadric Decomposition with Implicit Space Separation Proceedings Article

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

Povzetek | Povezava | BibTeX | Oznake: CNN, deep learning, depth estimation, iterative procedure, model fitting, recursive model, superquadric, superquadrics, volumetric primitive

Babnik, Žiga; Štruc, Vitomir

Iterativna optimizacija ocen kakovosti slikovnih podatkov v sistemih za razpoznavanje obrazov Proceedings Article

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

Povzetek | Povezava | BibTeX | Oznake: CNN, face image quality estimation, face quality, face recognition, optimization, supervised quality estimation

Tomašecić, Darian; Peer, Peter; Solina, Franc; Jaklič, Aleš; Štruc, Vitomir

Reconstructing Superquadrics from Intensity and Color Images Članek v strokovni reviji

V: Sensors, vol. 22, iss. 4, no. 5332, 2022.

Povzetek | Povezava | BibTeX | Oznake: arrs, CNN, depth data, depth estimation, depth sensing, intensity images, superquadric, superquadrics

Dvoršak, Grega; Dwivedi, Ankita; Štruc, Vitomir; Peer, Peter; Emeršič, Žiga

Kinship Verification from Ear Images: An Explorative Study with Deep Learning Models Proceedings Article

V: International Workshop on Biometrics and Forensics (IWBF), str. 1–6, 2022.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, deep learning, ear, ear biometrics, kinear, kinship, kinship recognition, transformer

Jug, Julijan; Lampe, Ajda; Štruc, Vitomir; Peer, Peter

Body Segmentation Using Multi-task Learning Proceedings Article

V: International Conference on Artificial Intelligence in Information and Communication (ICAIIC), IEEE, 2022, ISBN: 978-1-6654-5818-4.

Povzetek | Povezava | BibTeX | Oznake: body segmentation, cn, CNN, computer vision, deep beauty, deep learning, multi-task learning, segmentation, virtual try-on

2021

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

Pevec, Klemen; Grm, Klemen; Štruc, Vitomir

Benchmarking Crowd-Counting Techniques across Image Characteristics Članek v strokovni reviji

V: Elektorethniski Vestnik, vol. 88, iss. 5, str. 227-235, 2021.

Povzetek | Povezava | BibTeX | Oznake: CNN, crowd counting, drones, image characteristics, model comparison, neural networks

2020

Bortolato, Blaž; Ivanovska, Marija; Rot, Peter; Križaj, Janez; Terhorst, Philipp; Damer, Naser; Peer, Peter; Štruc, Vitomir

Learning privacy-enhancing face representations through feature disentanglement Proceedings Article

V: Proceedings of FG 2020, IEEE, 2020.

Povzetek | Povezava | BibTeX | Oznake: autoencoder, biometrics, CNN, disentaglement, face recognition, PFRNet, privacy, representation learning

Šircelj, Jaka; Oblak, Tim; Grm, Klemen; Petković, Uroš; Jaklič, Aleš; Peer, Peter; Štruc, Vitomir; Solina, Franc

Segmentation and Recovery of Superquadric Models using Convolutional Neural Networks Proceedings Article

V: 25th Computer Vision Winter Workshop (CVWW 2020), 2020.

Povzetek | Povezava | BibTeX | Oznake: CNN, convolutional neural networks, segmentation, superquadrics, volumetric data

Stepec, Dejan; Emersic, Ziga; Peer, Peter; Struc, Vitomir

Constellation-Based Deep Ear Recognition Book Section

V: Jiang, R.; Li, CT.; Crookes, D.; Meng, W.; Rosenberger, C. (Ur.): Deep Biometrics: Unsupervised and Semi-Supervised Learning, Springer, 2020, ISBN: 978-3-030-32582-4.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, deep learning, ear recognition, neural networks

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

Vitek, Matej; Rot, Peter; Struc, Vitomir; Peer, Peter

A comprehensive investigation into sclera biometrics: a novel dataset and performance study Članek v strokovni reviji

V: Neural Computing and Applications, str. 1-15, 2020.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, dataset, multi-view, ocular, performance study, recognition, sclera, segmentation, visible light

2019

Rot, Peter; Vitek, Matej; Grm, Klemen; Emeršič, Žiga; Peer, Peter; Štruc, Vitomir

Deep Sclera Segmentation and Recognition Book Section

V: Uhl, Andreas; Busch, Christoph; Marcel, Sebastien; Veldhuis, Rainer (Ur.): Handbook of Vascular Biometrics, str. 395-432, Springer, 2019, ISBN: 978-3-030-27731-4.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, deep learning, ocular, sclera, segmentation, vasculature

Oblak, Tim; Grm, Klemen; Jaklič, Aleš; Peer, Peter; Štruc, Vitomir; Solina, Franc

Recovery of Superquadrics from Range Images using Deep Learning: A Preliminary Study Proceedings Article

V: 2019 IEEE International Work Conference on Bioinspired Intelligence (IWOBI), str. 45-52, IEEE, 2019.

Povzetek | Povezava | BibTeX | Oznake: CNN, convolutional neural networks, superquadrics, volumetric data

2018

Lozej, Juš; Meden, Blaž; Struc, Vitomir; Peer, Peter

End-to-end iris segmentation using U-Net Proceedings Article

V: 2018 IEEE International Work Conference on Bioinspired Intelligence (IWOBI), str. 1–6, IEEE 2018.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, convolutional neural networks, iris, ocular, U-net

2017

Emeršič, Žiga; Štepec, Dejan; Štruc, Vitomir; Peer, Peter

Training convolutional neural networks with limited training data for ear recognition in the wild Proceedings Article

V: IEEE International Conference on Automatic Face and Gesture Recognition, Workshop on Biometrics in the Wild 2017, 2017.

Povzetek | Povezava | BibTeX | Oznake: CNN, convolutional neural networks, ear, ear recognition, limited data, model learning

Grm, Klemen; Štruc, Vitomir; Artiges, Anais; Caron, Matthieu; Ekenel, Hazim K.

Strengths and weaknesses of deep learning models for face recognition against image degradations Članek v strokovni reviji

V: IET Biometrics, vol. 7, no. 1, str. 81–89, 2017.

Povzetek | Povezava | BibTeX | Oznake: CNN, convolutional neural networks, face recognition, googlenet, study, vgg

2016

Stržinar, Žiga; Grm, Klemen; Štruc, Vitomir

Učenje podobnosti v globokih nevronskih omrežjih za razpoznavanje obrazov Proceedings Article

V: Proceedings of the Electrotechnical and Computer Science Conference (ERK), Portorož, Slovenia, 2016.

Povzetek | Povezava | BibTeX | Oznake: biometrics, CNN, deep learning, difference space, face verification, LFW, performance evaluation

Grm, Klemen; Dobrišek, Simon; Štruc, Vitomir

Deep pair-wise similarity learning for face recognition Proceedings Article

V: 4th International Workshop on Biometrics and Forensics (IWBF), str. 1–6, IEEE 2016.

Povzetek | Povezava | BibTeX | Oznake: CNN, deep learning, face recognition, IJB-A, IWBF, performance evaluation, similarity learning

2015

Grm, Klemen; Dobrišek, Simon; Štruc, Vitomir

The pose-invariant similarity index for face recognition Proceedings Article

V: Proceedings of the Electrotechnical and Computer Science Conference (ERK), Portorož, Slovenia, 2015.

BibTeX | Oznake: biometrics, CNN, deep learning, deep models, face verification, similarity learning