Research

Asst. Marija Ivanovska, MSc.
Research Assistant
Laboratory of Machine Intelligence (LMI)

Faculty of Electrical Engineering, University of Ljubljana
Tržaška cesta 25
Si-1000 Ljubljana, Slovenia
Tel.: +386 1 4768 841
Fax.: +386 1 4768 316
E-mail: marija.ivanovska@fe.uni-lj.si

Publications

  • SelfMAD++: Self-supervised foundation model with local feature enhancement for generalized morphing attack detection; Marija Ivanovska, Leon Todorov, Peter Peer, Vitomir Štruc; Information Fusion 2025 [Link]
  • Privacy-by-design AIoT vision for intelligent urban environments; Marija Ivanovska, Jakob Kreft, Vitomir Štruc, Janez Perš; Journal of Systems Architecture 2025 [Link]
  • Second Competition on Presentation Attack Detection on ID Card; Juan E. Tapia et al; IJCB 2025 [Link]
  • SelfMAD: Enhancing Generalization and Robustness in Morphing Attack Detection via Self-Supervised Learning; Marija Ivanovska, Leon Todorov, Naser Damer, Deepak Kumar Jain, Peter Peer, Vitomir Štruc; FG 2025 [Link]
  • MADation: Face Morphing Attack Detection with Foundation Models; Eduarda Caldeira, Guray Ozgur, Tahar Chettaoui, Marija Ivanovska, Peter Peer, Fadi Boutros, Vitomir Struc, Naser Damer; WACVW 2025 [Link]
  • Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection; Marija Ivanovska, Vitomir Štruc; Expert Systems with Applications 2024 [Link]
  • On the Vulnerability of DeepFake Detectors to Attacks Generated by Denoising Diffusion Models; Marija Ivanovska, Vitomir Štruc; WACVW 2024 [Link]
  • Face Morphing Attack Detection with Denoising Diffusion Probabilistic Models; Marija Ivanovska, Vitomir Štruc; IWBF 2023 [Link]
  • TomatoDIFF: On–plant Tomato Segmentation with Denoising Diffusion Models; Marija Ivanovska, Vitomir Štruc, Janez Perš; MVA 2023 [Link]
  • Multi-Modal Obstacle Avoidance in USVs via Anomaly Detection and Cascaded Datasets; Tilen Cvenkel, Marija Ivanovska, Jon Muhovič, and Janez Perš; ACIVS 2023 [Link]
  • Separating Millet Porridge From Paddy Millet Using One-Class Anomaly Detection; Marko Brodarič, Marija Ivanovska, Janez Perš; ERK 2023 [Link]
  • Image Database for Video Traffic Surveillance With Built-in Privacy; Jakob Kreft, Marija Ivanovska, Janez Perš; ERK 2023 [Link]
  • SYN-MAD 2022: Competition on Face Morphing Attack Detection Based on Privacy-aware Synthetic Training Data; Huber et al.; IJCB 2022 [Link]
  • Face Morphing Attack Detection Using Privacy-Aware Training Data; Marija Ivanovska, Andrej Kronovšek, Peter Peer, Vitomir Štruc, Borut Batagelj; ERK 2022 [Link]
  • Learning to Combine Local and Global Image Information for Contactless Palmprint Recognition; Marjan Stoimchev, Marija Ivanovska, Vitomir Štruc; Sensors 2021 [Link]
  • A Comparative Study on Discriminative and One–Class Learning Models for Deepfake Detection; Marija Ivanovska, Vitomir Štruc; ERK 2021 [Link]
  • Learning Privacy-Enhancing Face Representations Through Feature Disentanglement; Blaž Bortolato, Marija Ivanovska, Peter Rot, Janez Križaj, Philipp Terhörst, Naser Damer, Peter Peer, Vitomir Štruc; FG 2020 [Link]
  • Evaluation of Anomaly Detection Algorithms for the Real-World Applications; Marija Ivanovska, Janez Perš, Domen Tabernik, Danijel Skočaj; ICPR 2020 [Link]
  • Detection of Glass Cracks – Hand-Crafted Methods vs. Deep Learning; Marija Ivanovska, Klemen Grm, Vitomir Štruc, Janez Perš; ROSUS 2019 [Link]

Awards

  • 1st place at the IJCB 2025 Second Competition on Presentation Attack Detection on ID Card (IJCB PAD ID-Card 2025)
  • Best Practical Paper Award at the 2023 International Conference on Machine Vision Applications (MVA)
  • 1st place at the IJCB 2022 Competition on Face Morphing Attack Detection Based on Privacy-aware Synthetic Training Data (SYN-MAD)
  • University of Ljubljana Rector’s Award 2022 for mobile robot for monitoring greenhouse plants and fruits
  • Prešern award for the master thesis Detection of glass cracks using machine vision
  • 1st place at the regional competition PLC+ Challenge 2016

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