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Milan Sonka
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Deep learning-based fluid segmentation in AMD OCT scans: Pretraining on a public dataset and fine-tuning for a specific setting
Z Chen, BB Bach, A Wahle, H Zhang, E Sohn, M Sonka
Investigative Ophthalmology & Visual Science 65 (7), 6194-6194, 2024
2024
Inflammatory phenotype associated with high risk MMP9 genotype in neovascular AMD
EH Sohn, Z Zacharias, C Mukhopadhyay, R Coussa, I Han, TE Scheetz, ...
Investigative Ophthalmology & Visual Science 65 (7), 3791-3791, 2024
2024
Textural Analysis of OCT En-Face Images Predicts Spatial Patterns of Retinal Neuronal Loss at the Macula
JK Wang, Z Chen, B Woods, D Szanto, B Johnson, E Linton, M Sonka, ...
Investigative Ophthalmology & Visual Science 65 (7), 6180-6180, 2024
2024
Open Access Accelerated Deep Learning Model in Ophthalmology: Choroidal Layer Segmentation
H Zhang, Z Chen, A Wahle, BB Bach, T Maddess, EH Sohn, M Sonka
Investigative Ophthalmology & Visual Science 65 (7), 6190-6190, 2024
2024
Hybrid deep learning and optimal graph search method for optical coherence tomography layer segmentation in diseases affecting the optic nerve
Z Chen, H Zhang, EF Linton, BA Johnson, YJ Choi, MJ Kupersmith, ...
Biomedical Optics Express 15 (6), 3681-3698, 2024
2024
OR8-3| Evaluation of the Changes in Fibrous Cap Thickness in Nonculprit Coronary Artery Plaques Using Serial OCT Imaging and Serum Biomarkers
E Janak, T Kovarnik, C Joyce, Z Chen, M Sonka, A Wahle, JJ Lopez
Journal of the Society for Cardiovascular Angiography & Interventions 3 (5), 2024
2024
Differentiation Between Glioblastoma and Metastatic Disease on Conventional MRI Imaging Using 3D-Convolutional Neural Networks: Model Development and Validation
G Bathla, DD Dhruba, Y Liu, NH Le, N Soni, H Zhang, S Mohan, ...
Academic radiology 31 (5), 2041-2049, 2024
12024
AI-based classification of three common malignant tumors in neuro-oncology: A multi-institutional comparison of machine learning and deep learning methods
G Bathla, DD Dhruba, N Soni, Y Liu, NB Larson, BA Kassmeyer, S Mohan, ...
Journal of Neuroradiology 51 (3), 258-264, 2024
42024
Automated assessment of glaucoma loss from optical coherence tomography
M Abramoff, M Sonka
US Patent 11,972,568, 2024
2024
EARLY CHANGES IN INTIMAL MEDIAL THICKENING EARLY AFTER HEART TRANSPLANTATION AS ASSESSED BY AUTOMATED MACHINE LEARNING ANALYSIS OF OPTICAL COHERENCE TOMOGRAPHY (OCT)
NJ Poellinger, D Syed, Z Chen, M Sonka, A Wahle, M Pelka, M Liebo, ...
Journal of the American College of Cardiology 83 (13_Supplement), 298-298, 2024
2024
Automated assessment of glaucoma loss from optical coherence tomography
M Abramoff, M Sonka
US Patent App. 18/522,805, 2024
2024
Acetylsalicylic acid use and development of cardiac allograft vasculopathy: A national prospective study using highly automated 3‐D optical coherence tomography analysis
L Mayerova, P Wohlfahrt, M Sonka, Z Chen, J Kautzner, V Melenovsky, ...
Clinical transplantation 38 (3), e15275, 2024
2024
The accuracy of detailed analysis of optical coherence tomography in detection of plaque lipid content: dual-imaging study with optical coherence tomography and near-infrared …
K Kopriva, Z Chen, M Mates, F Holy, B Stekla, M Vesela, J Pudil, M Chval, ...
Acta Cardiologica 79 (2), 206-214, 2024
12024
PHG-Net: Persistent Homology Guided Medical Image Classification
Y Peng, H Wang, M Sonka, DZ Chen
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2024
2024
Deep learning medical image segmentation
S Mullan, L Zhang, H Zhang, M Sonka
Medical Image Analysis, 475-500, 2024
2024
A Technique to Enable Efficient Adaptive Radiation Therapy: Automated Contouring of Prostate and Adjacent Organs
DE Hyer, J Caster, B Smith, J St-Aubin, J Snyder, A Shepard, H Zhang, ...
Advances in radiation oncology 9 (1), 101336, 2024
2024
Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation
FA Zaman, M Jacob, A Chang, K Liu, M Sonka, X Wu
arXiv preprint arXiv:2312.12649, 2023
2023
U-Net v2: Rethinking the skip connections of U-Net for medical image segmentation
Y Peng, M Sonka, DZ Chen
arXiv preprint arXiv:2311.17791, 2023
102023
A Quantum Optimization Method for Geometric Constrained Image Segmentation
NH Le, M Sonka, F Toor
arXiv preprint arXiv:2310.20154, 2023
2023
Efficient Deep-Learning-Assisted Annotation for Medical Image Segmentation
L Zhang, Z Chen, H Zhang, FA Zaman, A Wahle, X Wu, M Sonka
Authorea Preprints, 2023
12023
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