JV
Jef Vandemeulebroucke
Augmented Realitycs.CVaugmented realityAugmented realityDeep learningeess.IVHoloLensMagnetic Resonance ImagingTomography, X-Ray ComputedAlgorithms
On Valency
published · living versionsW_k48xcdzf·v1 · currentpublished
DINOv2 for PET: A Pre-Training Domain Benchmark Across Classification, Segmentation, and Prognosis
with Roxanne De Maeyer, Yannick Brackenier, Vicky De Ridder, Simon DeKeyser +1
1 version
W_a6muep7n·v1published
W_wsnr68v6·v1published
Preprints & journals
73 papers in the corpus · 2006–2026Topogram-Gated Multi-Modal Pseudo-CT Synthesis for PET/MR Attenuation Correction2609.11966v1 · Joris Wuts, Jakub Ceranka, Vicky De Ridder et al.2026 · 0 citationsarXivon Valency
Prognostic Value of O-(2-18F-Fluoroethyl)-l-Tyrosine PET for Patients with Recurrent Glioblastoma.41887733 · Geens, Wietse, Buyck, Félix, Raes, Laurens et al.2026 · 0 citationsJournal of nuclear medicine : official publication, Society of Nuclear Medicine. 2026;67(6):857-863
Perceptual quality assessment in digital pathology: Modeling diagnostic usability from expert opinions.42250321 · Nguyen, Tien, Mahmoudpour, Saeed, Courtoy, Guillaume E et al.2026 · 0 citationsComputer methods and programs in biomedicine. 2026;285:109473
Enhancing automatic landmark localization in X-ray images using combined segmentation and regression models: application to lower limb alignment assessment.42020697 · Zarghami, Ashkan, Amador Sánchez, Sebastián, Van Overschelde, Philippe et al.2026 · 0 citationsScientific reports. 2026;16(1)
Efficacy and safety of regorafenib in patients with advanced pretreated melanoma: results of the RegoMel phase II clinical trial.41962308 · Dirven, I, Bertels, C, Moreels, Y et al.2026 · 0 citationsESMO open. 2026;11(4):106941
Clinically aligned whole-body MRI segmentation of skeletal metastases via Supervised Anatomical Pretraining.41684671 · Wuts, Joris, Ceranka, Jakub, Michoux, Nicolas et al.2026 · 1 citationJournal of bone oncology. 2026;57:100745
Augmented Reality-Based Femur Registration With Head-Mounted Display and Infrared Tracking Device as Stand-Alone Navigation Tool: A Preclinical Validation Study.41608375 · Himpe, Nicolas, Neuville, Quentin, Frantz, Taylor et al.2026 · 0 citationsHealth science reports. 2026;9(2):e71723
Region of interest detection for efficient aortic segmentation2601.08683v1 · Loris Giordano, Ine Dirks, Tom Lenaerts et al.2026 · 1 citationMedical Imaging 2025: Image Processing (Vol. 13406, pp. 390-400). SPIE
Learning from Anatomy: Supervised Anatomical Pretraining (SAP) for Improved Metastatic Bone Disease Segmentation in Whole-Body MRI2506.19590v1 · Joris Wuts, Jakub Ceranka, Nicolas Michoux et al.2025 · 0 citationsarXiv
Evaluation of augmented reality guidance for glenoid pin placement in total shoulder arthroplasty.40498242 · Frantz, Taylor, van Gestel, Frederick, Slagmolen, Pieter et al.2025 · 1 citationInternational journal of computer assisted radiology and surgery. 2025;20(8):1633-1642
Interobserver ground-truth variability limits performance of automated glioblastoma segmentation on [18F]FET PET.40478497 · De Sutter, Selene, Dirks, Ine, Raes, Laurens et al.2025 · 8 citationsEJNMMI physics. 2025;12(1):54
Revisiting sylvian fissure dissection - A preliminary investigation into surgical process modelling for evaluating surgical proficiency.40528871 · Buyck, Félix, Vandemeulebroucke, Jef, Dirks, Ine et al.2025 · 0 citationsBrain & spine. 2025;5:104284
Reply to Sohal: Vascular Pruning in Smokers, Patients with Small Airway Disease, and Early Chronic Obstructive Pulmonary Disease.40020241 · Verbanck, Sylvia, Boonen, Pieter, Vandemeulebroucke, Jef et al.2025 · 1 citationAmerican journal of respiratory and critical care medicine. 2025;211(5):886
Development and multicentric external validation of a prognostic COVID-19 severity model based on thoracic CT.40170034 · Dirks, Ine, Bossa, Matías Nicolás, Berenguer, Abel Díaz et al.2025 · 1 citationBMC medical informatics and decision making. 2025;25(1):156
High-Accuracy Augmented Reality Guidance for Intracranial Drain Placement Using a Standalone Head-Worn Navigation System: First-in-Human Results.40112137 · Van Gestel, Frederick, Frantz, Taylor, Buyck, Félix et al.2025 · 8 citationsNeurosurgery. 2025;96(6):1217-1226
Vascular Pruning, Peripheral Air Space Alterations, and Carbon Monoxide Transfer in Smokers.39531629 · Verbanck, Sylvia, Boonen, Pieter, Vandemeulebroucke, Jef et al.2026 · 6 citationsAmerican journal of respiratory and critical care medicine. 2025;211(2):278-281
Fluorescence Lifetime Endoscopy with a Nanosecond Time-Gated CAPS Camera with IRF-Free Deep Learning Method.39860819 · Iranian, Pooria, Lapauw, Thomas, Van den Dries, Thomas et al.2025 · 5 citationsSensors (Basel, Switzerland). 2025;25(2)
MedShapeNet - a large-scale dataset of 3D medical shapes for computer vision.39733351 · Li, Jianning, Zhou, Zongwei, Yang, Jiancheng et al.2025 · 47 citationsBiomedizinische Technik. Biomedical engineering. 2025;70(1):71-90
Validation of an Augmented Reality Based Functional Method to Determine and Render the Hip Rotation Centre During Total Hip Arthroplasty.39578395 · Neuville, Quentin, Frantz, Taylor, Van Gestel, Frederick et al.2024 · 2 citationsThe international journal of medical robotics + computer assisted surgery : MRCAS. 2024;20(6):e70011
Augmented reality guidance improves accuracy of orthopedic drilling procedures.39448659 · Van Gestel, Frederick, Van Aerschot, Fiene, Frantz, Taylor et al.2024 · 11 citationsScientific reports. 2024;14(1):25269
Investigating patellar motion using weight-bearing dynamic CT: normative values and morphological considerations for healthy volunteers.39298011 · Buzzatti, Luca, Keelson, Benyameen, Héréus, Savanah et al.2024 · 5 citationsEuropean radiology experimental. 2024;8(1):106
Modality redundancy for MRI-based glioblastoma segmentation.39093499 · De Sutter, Selene, Wuts, Joris, Geens, Wietse et al.2024 · 14 citationsInternational journal of computer assisted radiology and surgery. 2024;19(10):2101-2109
Structure-function in smokers: when a small airways test really reflects the small airways.39008619 · Verbanck, Sylvia, Hanon, Shane, Vandemeulebroucke, Jef et al.2024 · 0 citationsJournal of applied physiology (Bethesda, Md. : 1985). 2024;137(2):343-348
Determination of rotation center and diameter of femoral heads using off-the-shelf augmented reality hardware for navigation.38965266 · Van Ravestyn, Antoine, Frantz, Taylor, Vandemeulebroucke, Jef et al.2024 · 1 citationScientific reports. 2024;14(1):15458
The STOIC2021 COVID-19 AI challenge: Applying reusable training methodologies to private data.38875741 · Boulogne, Luuk H, Lorenz, Julian, Kienzle, Daniel et al.2024 · 6 citationsMedical image analysis. 2024;97:103230
Computer-vision based analysis of the neurosurgical scene - A systematic review.38020988 · Buyck, Félix, Vandemeulebroucke, Jef, Ceranka, Jakub et al.2024 · 18 citationsBrain & spine. 2023;3:102706
Exploring technology acceptance of head-mounted device-based augmented reality surgical navigation in orthopaedic surgery.37830305 · Verhellen, Anouk, Elprama, Shirley A, Scheerlinck, Thierry et al.2023 · 8 citationsThe international journal of medical robotics + computer assisted surgery : MRCAS. 2023:e2585
Quantitative hemodynamic assessment of stenotic below-the-knee arteries using spatio-temporal bolus tracking on 4D-CT angiography.37750537 · Boonen, Pieter Thomas, Buls, Nico, van Gompel, Gert et al.2023 · 5 citationsMedical physics. 2023;50(11):6844-6856
Computer-aided diagnosis of skeletal metastases in multi-parametric whole-body MRI.37742486 · Ceranka, Jakub, Wuts, Joris, Chiabai, Ophélye et al.2023 · 8 citationsComputer methods and programs in biomedicine. 2023;242:107811
Dynamic CT scanning of the knee: Combining weight bearing with real-time motion acquisition.37597475 · Buzzatti, Luca, Keelson, Benyameen, van der Voort, Joris Willem et al.2023 · 9 citationsThe Knee. 2023;44:130-141
Development and Validation of a Predictive Model for Metastatic Melanoma Patients Treated with Pembrolizumab Based on Automated Analysis of Whole-Body [18F]FDG PET/CT Imaging and Clinical Features.37627111 · Dirks, Ine, Keyaerts, Marleen, Dirven, Iris et al.2024 · 10 citationsCancers. 2023;15(16)
Combined evaluation of blood flow and tissue perfusion in diabetic feet by intra-arterial dynamic 4DCT imaging.37491549 · Boonen, Pieter T, Buls, Nico, Vandemeulebroucke, Jef et al.2023 · 7 citationsEuropean radiology experimental. 2023;7(1):44
Comparison of intra- and inter-patient intensity standardization methods for multi-parametric whole-body MRI.36975189 · Ceranka, Jakub, Lecouvet, Frédéric, Michoux, Nicolas et al.2023 · 2 citationsBiomedical physics & engineering express. 2023;9(3)
Neuro-oncological augmented reality planning for intracranial tumor resection.36998774 · Van Gestel, Frederick, Frantz, Taylor, Buyck, Felix et al.2023 · 44 citationsFrontiers in neurology. 2023;14:1104571
The use of cardiac CT acquisition mode for dynamic musculoskeletal imaging.36370606 · Keelson, Benyameen, Buzzatti, Luca, Van Gompel, Gert et al.2022 · 4 citationsPhysica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB). 2022;104:75-84
Computer-aided detection and segmentation of malignant melanoma lesions on whole-body 18F-FDG PET/CT using an interpretable deep learning approach.35636357 · Dirks, Ine, Keyaerts, Marleen, Neyns, Bart et al.2022 · 28 citationsComputer methods and programs in biomedicine. 2022;221:106902
Automated Motion Analysis of Bony Joint Structures from Dynamic Computer Tomography Images: A Multi-Atlas Approach.34829409 · Keelson, Benyameen, Buzzatti, Luca, Ceranka, Jakub et al.2021 · 10 citationsDiagnostics (Basel, Switzerland). 2021;11(11)
The effect of augmented reality on the accuracy and learning curve of external ventricular drain placement.34333479 · Van Gestel, Frederick, Frantz, Taylor, Vannerom, Cédric et al.2021 · 66 citationsNeurosurgical focus. 2021;51(2):E8
Hip implants can restore anatomical and medialized rotation centres in most cases : a 3D templating study comparing four implantation strategies.34236237 · Scheerlinck, Thierry, De Winter, Elien, Sas, Amelie et al.2021 · 9 citationsBone & joint open. 2021;2(7):476-485
Evaluating lower limb kinematics and pathology with dynamic CT.33934642 · Buzzatti, Luca, Keelson, Benyameen, Vanlauwe, Johan et al.2021 · 13 citationsThe bone & joint journal. 2021;103-B(5):822-827
Evolution of lung function and chest CT 6 months after COVID-19 pneumonia: Real-life data from a Belgian University Hospital.33901788 · Stylemans, Dimitri, Smet, Jelle, Hanon, Shane et al.2021 · 33 citationsRespiratory medicine. 2021;182:106421
Registration of magnetic resonance and computed tomography images in patients with oral squamous cell carcinoma for three-dimensional virtual planning of mandibular resection and reconstruction.33551174 · Polfliet, M, Hendriks, M S, Guyader, J-M et al.2021 · 8 citationsInternational journal of oral and maxillofacial surgery. 2021;50(10):1386-1393
Repeatability and reproducibility of ADC measurements: a prospective multicenter whole-body-MRI study.33409773 · Michoux, Nicolas F, Ceranka, Jakub W, Vandemeulebroucke, Jef et al.2021 · 62 citationsEuropean radiology. 2021;31(7):4514-4527
Augmented Reality-Assisted Neurosurgical Drain Placement (ARANED): Technical Note.33839856 · Van Gestel, Frederick, Frantz, Taylor, Soomro, Mumtaz Hussain et al.2021 · 15 citationsActa neurochirurgica. Supplement. 2021;131:267-273
Reply to Robbins: Multi-breath washout tests: indices versus model parameters.33280556 · Verbanck, Sylvia A B, Polfliet, Mathias, Schuermans, Daniel et al.2021 · 0 citationsJournal of applied physiology (Bethesda, Md. : 1985). 2020;129(6):1278
Explainable-by-design Semi-Supervised Representation Learning for COVID-19 Diagnosis from CT Imaging2011.11719v3 · Abel D'iaz Berenguer, Hichem Sahli, Boris Joukovsky et al.2020 · 8 citationsarXiv
RealDRR - Rendering of realistic digitally reconstructed radiographs using locally trained image-to-image translation.33039426 · Dhont, Jennifer, Verellen, Dirk, Mollaert, Isabelle et al.2021 · 30 citationsRadiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology. 2020;153:213-219
Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients2007.15546v4 · Sofie Tilborghs, Ine Dirks, Lucas Fidon et al.2020 · 15 citationsarXiv
Ventilation heterogeneity in smokers: role of unequal lung expansion and peripheral lung structure.32614688 · Verbanck, Sylvia A B, Polfliet, Mathias, Schuermans, Daniel et al.2021 · 16 citationsJournal of applied physiology (Bethesda, Md. : 1985). 2020;129(3):583-590
Multi-atlas segmentation of the skeleton from whole-body MRI-Impact of iterative background masking.31643114 · Ceranka, Jakub, Verga, Sabrina, Kvasnytsia, Maryna et al.2021 · 15 citationsMagnetic resonance in medicine. 2020;83(5):1851-1862
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