Our Publications

Publications in year '2022'

Papers in Journals

Shirin Barimani, Rok Šibanc, Dejan Tomaževič, Robin Meier, Peter Kleinebudde

100% visual inspection of tablets produced with continuous direct compression and coating

International Journal of Pharmaceutics, 614:121465, 2022

JCR Impact Factor: 5.8 (2022) -- Best Category: 40/277 pharmacology & pharmacy -- Quartile: 1

Papers in Journals

Danis Alukaev, Semen Kiselev, Tamerlan Mustafaev, Ahatov Ainur, Bulat Ibragimov, Tomaž Vrtovec

A deep learning framework for vertebral morphometry and Cobb angle measurement with external validation

European Spine Journal, 31(8):2115-2124, 2022

JCR Impact Factor: 2.8 (2022) -- Best Category: 27/86 orthopedics -- Quartile: 2

Papers in Journals

Ivana Išgum, Bennett A. Landman, Tomaž Vrtovec

Advances in High-Dimensional Medical Image Processing

Journal of Medical Imaging, 9(5):052401, 2022

JCR Impact Factor: 2.4 (2022) -- Best Category: 68/202 radiology, nuclear medicine & medical imaging -- Quartile: 2

Papers in Journals

Aichi Chien, Žiga Špiclin, Žiga Bizjak, Kambiz Nael

Computer-assisted aneurysm growth evaluation and detection (AGED): comparison with clinical aneurysm follow-up

Journal of Blood Disorders & Transfusion, 13(8):1000517, 2022

Papers in Journals

Leon Jarabek, Jan Jamšek, Anka Cuderman, Sebastijan Rep, Marko Hočevar, Tomaž Kocjan, Mojca Jensterle Sever, Žiga Špiclin, Žiga Maček Ležaić, Filip Cvetko, Luka Ležaič

Detection and localization of hyperfunctioning parathyroid glands on [18F]fluorocholine PET/CT using deep learning - model performance and comparison to human experts

Radiology and Oncology, 56(4):440-452, 2022

JCR Impact Factor: 2.4 (2022) -- Best Category: 79/135 radiology, nuclear medicine & medical imaging -- Quartile: 3

Papers in Journals

Domen Rački, Dejan Tomaževič, Danijel Skočaj

Detection of surface defects on pharmaceutical solid oral dosage forms with convolutional neural networks

Neural Computing & Applications, 34:631-650, 2022

JCR Impact Factor: 6.0 (2022) -- Best Category: 41/145 computer science, artificial intelligence -- Quartile: 2

Papers in Journals

Miran Bürmen, Franjo Pernuš, Peter Naglič

MCDataset: a public reference dataset of Monte Carlo simulated quantities for multilayered and voxelated tissues computed by massively parallel PyXOpto Python package

Journal of Biomedical Optics, 27(8):083012, 2022

JCR Impact Factor: 3.5 (2022) -- Best Category: 38/135 radiology, nuclear medicine & medical imaging -- Quartile: 2

Papers in Journals

Imad Eddine Ibrahim Bekkouch, Bulat Maksudov, Semen Kiselev, Tamerlan Mustafaev, Tomaž Vrtovec, Bulat Ibragimov

Multi-landmark environment analysis with reinforcement learning for pelvic abnormality detection and quantification

Medical Image Analysis, 78:102417, 2022

JCR Impact Factor: 10.9 (2022) -- Best Category: 3/135 radiology, nuclear medicine & medical imaging -- Quartile: 1

Papers in Journals

Peter Naglič, Franjo Pernuš, Miran Bürmen

Reflectance calibration of multimode optical fiber probes by probe-to-target distance reflectance profile modeling

Measurement, 203:112002, 2022

JCR Impact Factor: 5.6 (2022) -- Best Category: 9/63 instruments & instrumentation -- Quartile: 1

Papers in Journals

Tomaž Vrtovec, Bulat Ibragimov

Spinopelvic measurements of sagittal balance with deep learning: systematic review and critical evaluation

European Spine Journal, 31(8):2031-2045, 2022

JCR Impact Factor: 2.8 (2022) -- Best Category: 27/86 orthopedics -- Quartile: 2

Papers in Conference Proceedings

Žan Cimperman, Peter Naglič, Franjo Pernuš, Boštjan Likar, Miran Bürmen

Autofocus algorithms for lensless on-chip microscopy validated on synthetic targets for microfluidic applications and particle tracking

SPIE Photonics Europe 2022: Unconventional Optical Imaging III, Apr 3-7, Strasbourg, France (M. P. Georges, G. Popescu, N. Verrier, Eds.), 12136:1213617, 2022

Papers in Conference Proceedings

Jannik Sobisch, Žiga Bizjak, Aichi Chien, Žiga Špiclin

Automated intracranial vessel labeling with learning boosted by vessel connectivity, radii and spatial context

1st International Workshop on Geometric Deep Learning in Medical Image Analysis - GeoMedIA 2022, Nov 18, Amsterdam, the Netherlands, Proceedings of Machine Learning Research 194:34-44, 2022

Papers in Conference Proceedings

Žiga Bizjak, June Ho Choi, Wonhyoung Park, Žiga Špiclin

Deep learning based modality-independent intracranial aneurysm detection

25th International Conference on Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, Sep 18-22, Singapore (L. Wang et al., Eds.), Lecture Notes in Computer Science 13433:760-769, 2022

Papers in Conference Proceedings

Lara Dular, Žiga Špiclin

Mixup augmentation improves age prediction from T1-weighted brain MRI scans

5th International Workshop on Predictive Intelligence in Medicine - MICCAI-PRIME 2022, Sep 20, Singapore (I. Rekik et al., Eds.), Lecture Notes in Computer Science 13564:60-70, 2022

Papers in Conference Proceedings

Martin Žukovec, Lara Dular, Žiga Špiclin

Modeling multi-annotator uncertainty as multi-class segmentation problem

7th BrainLes International Workshop, held in conjunction with the 24th International Conference on Medical Image Computing and Computer Assisted Intervention - MICCAI 2021, Sep 27, Strasbourg, France (A. Crimi, S. Bakas, Eds.), Lecture Notes in Computer Science 12962:112-123, 2022

Papers in Conference Proceedings

Žiga Bizjak, Aichi Chien, Iza Burnik, Žiga Špiclin

Novel dataset and evaluation of state-of-the-art vessel segmentation methods

SPIE Medical Imaging 2022: Image Processing, Feb 20-24, San Diego, CA, USA (I. Išgum, O. Colliot, Eds.), 12032:120322X, 2022

Papers in Conference Proceedings

Gašper Podobnik, Primož Strojan, Primož Peterlin, Bulat Ibragimov, Tomaž Vrtovec

Parotid gland segmentation with nnU-Net: deployment scenario and inter-observer variability analysis

SPIE Medical Imaging 2022: Image Processing, Feb 20-24, San Diego, CA, USA (I. Išgum, O. Colliot, Eds.), 12032:120321N, 2022

Papers in Conference Proceedings

Gašper Podobnik, Bulat Ibragimov, Primož Strojan, Primož Peterlin, Tomaž Vrtovec

Segmentation of organs-at-risk from CT and MR images of the head and neck: baseline results

19th IEEE Symposium on Biomedical Imaging - ISBI 2022, Mar 28-31, Kolkata India, 2022

Abstracts in Conference Proceedings

Andraž Mehle, Domen Kitak, Domen Rački, Dejan Tomaževič

Deep learning-based machine vision system for use in high-shear granulation

36th International Forum Process Analytical Technology - IFPAC 2022, Jun 12-15, North Bethesda, MD, USA, 2022

Doctoral Disssertations

Domen Rački

Detecting surface anomalies with deep learning

PhD thesis: University of Ljubljana, Faculty of Computer Science and Informatics, Slovenia (D. Tomaževič), 2022

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