Research graph
References from PhysioSpeck-Net: Physics-Guided Feature Separation for Parameter-Efficient and Uncertainty-Aware Retinal OCT Classification Under Cross-Dataset Shift. Local targets link to admitted publications; unresolved targets remain external evidence.
Optical coherence tomography
10.1126/science.1957169 · 1991 · External reference
Global prevalence of glaucoma and projections of glaucoma burden through 2040: A systematic review and meta-analysis
10.1016/j.ophtha.2014.05.013 · 2014 · External reference
Optical coherence tomography angiography
10.1016/j.preteyeres.2017.11.003 · 2018 · External reference
Ranibizumab versus bevacizumab to treat neovascular age-related macular degeneration: One-year findings from the IVAN randomized trial
10.1016/j.ophtha.2012.04.015 · 2012 · External reference
10.1056/nejmoa1414264
10.1056/nejmoa1414264 · External reference
Identifying medical diagnoses and treatable diseases by image-based deep learning
10.1016/j.cell.2018.02.010 · 2018 · External reference
Optical coherence tomography (OCT): A review
10.1109/2944.796348 · 1999 · External reference
Optical properties of ocular fundus tissues—An in vitro study using the double-integrating-sphere technique and inverse Monte Carlo simulation
10.1088/0031-9155/40/6/001 · 1995 · External reference
Averaging techniques for OCT imaging
10.1364/oe.21.009757 · 2013 · External reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · External reference
10.1109/cvpr.2017.243
10.1109/cvpr.2017.243 · External reference
10.1109/cvpr.2018.00745
10.1109/cvpr.2018.00745 · External reference
10.1007/978-3-030-01234-2_1
10.1007/978-3-030-01234-2_1 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
10.1109/iccv48922.2021.00986
10.1109/iccv48922.2021.00986 · External reference
A foundation model for generalizable disease detection from retinal images
10.1038/s41586-023-06555-x · 2023 · External reference
Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
10.1016/j.jcp.2018.10.045 · 2019 · External reference
Learning a variational network for reconstruction of accelerated MRI data
10.1002/mrm.26977 · 2018 · External reference
Automatic segmentation of seven retinal layers in SDOCT images congruent with expert manual segmentation
10.1364/oe.18.019413 · 2010 · External reference
Physics-informed deep generative learning for quantitative assessment of the retina
10.1038/s41467-024-50911-y · 2024 · External reference
Explicit Physics-Informed Deep Learning for Computer-Aided Diagnostic Tasks in Medical Imaging
10.3390/make6010019 · 2024 · External reference
Physics-informed machine learning for advancing computational medical imaging: Integrating data-driven approaches with fundamental physical principles
10.1007/s10462-025-11303-w · 2025 · External reference
Physics-guided deep learning-based real-time image reconstruction of Fourier-domain optical coherence tomography
10.1364/boe.538756 · 2024 · External reference
10.3390/bioengineering13040457
10.3390/bioengineering13040457 · External reference
10.3390/mi17070775
10.3390/mi17070775 · External reference
10.3390/mi17070816
10.3390/mi17070816 · External reference
Unresolved reference
External reference
Confidence calibration and predictive uncertainty estimation for deep medical image segmentation
10.1109/tmi.2020.3006437 · 2020 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Grad-CAM: Visual explanations from deep networks via gradient-based localization
10.1007/s11263-019-01228-7 · 2020 · External reference
10.1109/wacv.2018.00097
10.1109/wacv.2018.00097 · External reference
10.1109/cvprw50498.2020.00020
10.1109/cvprw50498.2020.00020 · External reference
Visualizing data using t-SNE
2008 · External reference
10.21105/joss.00861
10.21105/joss.00861 · External reference
Decision curve analysis: A novel method for evaluating prediction models
10.1177/0272989x06295361 · 2006 · External reference
The false hope of current approaches to explainable artificial intelligence in health care
10.1016/s2589-7500(21)00208-9 · 2021 · External reference
Optical properties of biological tissues: A review
10.1088/0031-9155/58/11/r37 · 2013 · External reference
Proposed lexicon for anatomic landmarks in normal posterior segment spectral-domain optical coherence tomography: The IN·OCT consensus
10.1016/j.ophtha.2014.02.023 · 2014 · External reference
Depth-resolved model-based reconstruction of attenuation coefficients in optical coherence tomography
10.1364/boe.5.000322 · 2014 · External reference
Optical coherence tomography—Principles and applications
10.1088/0034-4885/66/2/204 · 2003 · External reference
10.1109/iccv.2017.324
10.1109/iccv.2017.324 · External reference
Image quality assessment: From error visibility to structural similarity
10.1109/tip.2003.819861 · 2004 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
External reference
10.3389/fmed.2024.1499393
10.3389/fmed.2024.1499393 · External reference
Learning a variational network for reconstruction of accelerated MRI data
10.1002/mrm.26977 · ExternalCitation · doi-reference
10.1007/978-3-030-01234-2_1
10.1007/978-3-030-01234-2_1 · ExternalCitation · doi-reference
Physics-informed machine learning for advancing computational medical imaging: Integrating data-driven approaches with fundamental physical principles
10.1007/s10462-025-11303-w · ExternalCitation · doi-reference
Grad-CAM: Visual explanations from deep networks via gradient-based localization
10.1007/s11263-019-01228-7 · ExternalCitation · doi-reference
Identifying medical diagnoses and treatable diseases by image-based deep learning
10.1016/j.cell.2018.02.010 · ExternalCitation · doi-reference
Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
10.1016/j.jcp.2018.10.045 · ExternalCitation · doi-reference
Ranibizumab versus bevacizumab to treat neovascular age-related macular degeneration: One-year findings from the IVAN randomized trial
10.1016/j.ophtha.2012.04.015 · ExternalCitation · doi-reference
Proposed lexicon for anatomic landmarks in normal posterior segment spectral-domain optical coherence tomography: The IN·OCT consensus
10.1016/j.ophtha.2014.02.023 · ExternalCitation · doi-reference
Global prevalence of glaucoma and projections of glaucoma burden through 2040: A systematic review and meta-analysis
10.1016/j.ophtha.2014.05.013 · ExternalCitation · doi-reference
Optical coherence tomography angiography
10.1016/j.preteyeres.2017.11.003 · ExternalCitation · doi-reference
The false hope of current approaches to explainable artificial intelligence in health care
10.1016/s2589-7500(21)00208-9 · ExternalCitation · doi-reference
Physics-informed deep generative learning for quantitative assessment of the retina
10.1038/s41467-024-50911-y · ExternalCitation · doi-reference
A foundation model for generalizable disease detection from retinal images
10.1038/s41586-023-06555-x · ExternalCitation · doi-reference
10.1056/nejmoa1414264
10.1056/nejmoa1414264 · ExternalCitation · doi-reference
Optical properties of ocular fundus tissues—An in vitro study using the double-integrating-sphere technique and inverse Monte Carlo simulation
10.1088/0031-9155/40/6/001 · ExternalCitation · doi-reference
Optical properties of biological tissues: A review
10.1088/0031-9155/58/11/r37 · ExternalCitation · doi-reference
Optical coherence tomography—Principles and applications
10.1088/0034-4885/66/2/204 · ExternalCitation · doi-reference
Optical coherence tomography (OCT): A review
10.1109/2944.796348 · ExternalCitation · doi-reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · ExternalCitation · doi-reference
10.1109/cvpr.2017.243
10.1109/cvpr.2017.243 · ExternalCitation · doi-reference
10.1109/cvpr.2018.00745
10.1109/cvpr.2018.00745 · ExternalCitation · doi-reference
10.1109/cvprw50498.2020.00020
10.1109/cvprw50498.2020.00020 · ExternalCitation · doi-reference
10.1109/iccv.2017.324
10.1109/iccv.2017.324 · ExternalCitation · doi-reference
10.1109/iccv48922.2021.00986
10.1109/iccv48922.2021.00986 · ExternalCitation · doi-reference
Image quality assessment: From error visibility to structural similarity
10.1109/tip.2003.819861 · ExternalCitation · doi-reference
Confidence calibration and predictive uncertainty estimation for deep medical image segmentation
10.1109/tmi.2020.3006437 · ExternalCitation · doi-reference
10.1109/wacv.2018.00097
10.1109/wacv.2018.00097 · ExternalCitation · doi-reference
Optical coherence tomography
10.1126/science.1957169 · ExternalCitation · doi-reference
Decision curve analysis: A novel method for evaluating prediction models
10.1177/0272989x06295361 · ExternalCitation · doi-reference
Depth-resolved model-based reconstruction of attenuation coefficients in optical coherence tomography
10.1364/boe.5.000322 · ExternalCitation · doi-reference
Physics-guided deep learning-based real-time image reconstruction of Fourier-domain optical coherence tomography
10.1364/boe.538756 · ExternalCitation · doi-reference
Automatic segmentation of seven retinal layers in SDOCT images congruent with expert manual segmentation
10.1364/oe.18.019413 · ExternalCitation · doi-reference
Averaging techniques for OCT imaging
10.1364/oe.21.009757 · ExternalCitation · doi-reference
10.21105/joss.00861
10.21105/joss.00861 · ExternalCitation · doi-reference
10.3389/fmed.2024.1499393
10.3389/fmed.2024.1499393 · ExternalCitation · doi-reference
10.3390/bioengineering13040457
10.3390/bioengineering13040457 · ExternalCitation · doi-reference
Explicit Physics-Informed Deep Learning for Computer-Aided Diagnostic Tasks in Medical Imaging
10.3390/make6010019 · ExternalCitation · doi-reference
10.3390/mi17070775
10.3390/mi17070775 · ExternalCitation · doi-reference
10.3390/mi17070816
10.3390/mi17070816 · ExternalCitation · doi-reference
