Offline and online LSTM networks for respiratory motion prediction in MR-guided radiotherapy E Lombardo, M Rabe, Y Xiong, L Nierer, D Cusumano, L Placidi, ... Physics in Medicine & Biology 67 (9), 095006, 2022 | 36 | 2022 |
Distant metastasis time to event analysis with CNNs in independent head and neck cancer cohorts E Lombardo, C Kurz, S Marschner, M Avanzo, V Gagliardi, G Fanetti, ... Scientific reports 11 (1), 6418, 2021 | 30 | 2021 |
Deep learning based time-to-event analysis with PET, CT and joint PET/CT for head and neck cancer prognosis Y Wang, E Lombardo, M Avanzo, S Zschaek, J Weingärtner, A Holzgreve, ... Computer Methods and Programs in Biomedicine 222, 106948, 2022 | 29 | 2022 |
Evaluation of real-time tumor contour prediction using LSTM networks for MR-guided radiotherapy E Lombardo, M Rabe, Y Xiong, L Nierer, D Cusumano, L Placidi, ... Radiotherapy and Oncology 182, 109555, 2023 | 22 | 2023 |
Real-time motion management in MRI-guided radiotherapy: Current status and AI-enabled prospects E Lombardo, J Dhont, D Page, C Garibaldi, LA Künzel, C Hurkmans, ... Radiotherapy and Oncology 190, 109970, 2024 | 14 | 2024 |
MR-guided radiotherapy in node-positive non-small cell lung cancer and severely limited pulmonary reserve: a report proposing a new clinical pathway for the management of high … C Eze, E Lombardo, L Nierer, Y Xiong, M Niyazi, C Belka, F Manapov, ... Radiation Oncology 17 (1), 43, 2022 | 14 | 2022 |
Comparison of deep learning networks for fully automated head and neck tumor delineation on multi-centric PET/CT images Y Wang, E Lombardo, L Huang, M Avanzo, G Fanetti, G Franchin, ... Radiation Oncology 19 (1), 3, 2024 | 10 | 2024 |
Experimental comparison of linear regression and LSTM motion prediction models for MLC‐tracking on an MRI‐linac E Lombardo, PZY Liu, DEJ Waddington, J Grover, B Whelan, E Wong, ... Medical Physics 50 (11), 7083-7092, 2023 | 9 | 2023 |
ScatterNet for projection-based 4D cone-beam computed tomography intensity correction of lung cancer patients H Schmitz, A Thummerer, M Kawula, E Lombardo, K Parodi, C Belka, ... Physics and Imaging in Radiation Oncology 27, 100482, 2023 | 9 | 2023 |
A convolutional neural network with self-attention for fully automated metabolic tumor volume delineation of head and neck cancer in F]FDG PET/CT P Nikulin, S Zschaeck, J Maus, P Cegla, E Lombardo, C Furth, ... European Journal of Nuclear Medicine and Molecular Imaging 50 (9), 2751-2766, 2023 | 8 | 2023 |
Risk Stratification Using 18F-FDG PET/CT and Artificial Neural Networks in Head and Neck Cancer Patients Undergoing Radiotherapy SN Marschner, E Lombardo, L Minibek, A Holzgreve, L Kaiser, NL Albert, ... Diagnostics 11 (9), 1581, 2021 | 8 | 2021 |
DeepClassPathway: Molecular pathway aware classification using explainable deep learning E Lombardo, J Hess, C Kurz, M Riboldi, S Marschner, P Baumeister, ... European Journal of Cancer 176, 41-49, 2022 | 6 | 2022 |
18F-Fluorodeoxyglucose positron emission tomography of head and neck cancer: location and HPV specific parameters for potential treatment individualization S Zschaeck, J Weingaertner, E Lombardo, S Marschner, M Hajiyianni, ... Frontiers in Oncology 12, 870319, 2022 | 5 | 2022 |
Head and neck cancer localization with Retina Unet for automated segmentation and time-to-event prognosis from PET/CT images Y Wang, E Lombardo, L Huang, C Belka, M Riboldi, C Kurz, G Landry 3D Head and Neck Tumor Segmentation in PET/CT Challenge, 202-211, 2022 | 2 | 2022 |
Planning CT Identifies Patients at Risk of High Prostate Intrafraction Motion H Ballhausen, M Li, E Lombardo, G Landry, C Belka Cancers 15 (16), 4103, 2023 | 1 | 2023 |
MRgRT real-time target localization using foundation models for contour point tracking and promptable mask refinement T Blöcker, E Lombardo, SN Marschner, C Belka, S Corradini, MA Palacios, ... Physics in Medicine & Biology 70 (1), 015004, 2024 | | 2024 |
Patient-Specific Deep Learning Tracking Framework for Real-Time 2D Target Localization in Magnetic Resonance Imaging-Guided Radiation Therapy E Lombardo, L Velezmoro, SN Marschner, M Rabe, C Tejero, ... International Journal of Radiation Oncology* Biology* Physics, 2024 | | 2024 |
Total tumor burden measured by FDG-PET in patients with oropharyngeal squamous cell carcinoma predicts distant metastases F Hofheinz, M Hajiyianni, P Nikulin, C Furth, J Rogasch, P Cegla, ... EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 51, S49-S50, 2024 | | 2024 |
PP01. 06 AI ASSISTED TUMOR TRACKING IN 1.5 T MRgRT BASED ON TRANSFER LEARNING FROM 0.35 T Y Wang, E Lombardo, J Wang, Y Fan, Y Zhao, S Corradini, C Belka, ... Physica Medica 125, 103577, 2024 | | 2024 |
927: Patient-specific deep learning for real-time tumor tracking in MR-guided radiotherapy L Velezmoro, E Lombardo, S Marschner, M Reiner, S Corradini, C Belka, ... Radiotherapy and Oncology 194, S4207-S4210, 2024 | | 2024 |