Danijel Skočaj

University of Ljubljana — SI

Computer Science · Physical Sciences

25h-index3.7kcitations120works8.02yr avg
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Research Topics

Anomaly Detection Techniques and Applications(21), Industrial Vision Systems and Defect Detection(20), Advanced Image and Video Retrieval Techniques(16), Advanced Neural Network Applications(13), Robotics and Sensor-Based Localization(12)

Publications120 total

A dataset and benchmark for robotic cloth unfolding grasp selection: The ICRA 2024 Cloth Competition
The International Journal of Robotics Research·2026Open Access
AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors
ArXiv.org·2026Open Access
AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors
arXiv (Cornell University)·2026Open Access
Patherea: Cell detection and classification for the 2020s
Medical Image Analysis·2025
A Contrastive Learning-Guided Confident Meta-Learning for Zero Shot Anomaly Detection
2025
Towards a foundation model for astrophysical source detection: An End-to-End Gamma-Ray Data Analysis Pipeline Using Deep Learning
arXiv (Cornell University)·2025Open Access
No label left behind: a unified surface defect detection model for all supervision regimes
Journal of Intelligent Manufacturing·2025Open Access
Machine learning-assisted large-scale identical-location electron microscopy enables quantifying nanoparticulate electrocatalyst degradation
2025Open Access
Robustness of unsupervised methods for image surface-anomaly detection
Pattern Analysis and Applications·2025Open Access
Patherea: Cell Detection and Classification for the 2020s
arXiv (Cornell University)·2024Open Access
SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection
Lecture notes in computer science·2024· 16 cited
TransFusion – A Transparency-Based Diffusion Model for Anomaly Detection
Lecture notes in computer science·2024· 19 cited
Center Direction Network for Grasping Point Localization on Cloths
IEEE Robotics and Automation Letters·2024· 10 citedOpen Access
SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection
arXiv (Cornell University)·2024· 1 citedOpen Access
Dense center-direction regression for object counting and localization with point supervision
Pattern Recognition·2024· 10 citedOpen Access
Keep DRÆMing: Discriminative 3D anomaly detection through anomaly simulation
Pattern Recognition Letters·2024· 15 cited
A Methodology for Advanced Manufacturing Defect Detection through Self-Supervised Learning on X-ray Images
Applied Sciences·2024· 12 citedOpen Access
Anomalous Sound Detection by Feature-Level Anomaly Simulation
2024· 13 cited
Demonstracijska celica za prikaz globokega učenja v praktičnih aplikacijah
2024Open Access
Coupling of unsupervised and supervised deep learning-based approaches for surface anomaly detection
Journal of Electronic Imaging·2024· 2 cited
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Frequent Co-authors

Matej Kristan(14), Aleš Leonardis(14), Vitjan Zavrtanik(8), Domen Tabernik(7), Nick Hawes(6), Michael Zillich(6), Alen Vrečko(6), Horst Bischof(5), Geert-Jan M. Kruijff(4), Barry Ridge(4), Peter M. Roth(3), Jeremy Wyatt(3), Matej Dobrevski(3), Marc Hanheide(3), Miroslav Janíček(3), Dejan Štepec(3), Jakob Božič(2), A. Leonardis(2), Domen Rački(2), Dejan Tomaževič(2)