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Walia Farzana
at Old Dominion Univ.
SPIE Involvement:
Author
Publications (4)
Proceedings Article | 3 April 2024 Presentation + Paper
Domain adaptive federated learning for multi-institution molecular mutation prediction and bias identification
Proceedings Volume 12927, 129271M (2024) https://doi.org/10.1117/12.3008748
KEYWORDS: Data modeling, Magnetic resonance imaging, Performance modeling, Education and training, Data privacy, Cross validation, Feature extraction, Tumors, Radiomics, Mixtures
Proceedings Article | 2 April 2024 Presentation + Paper
Wavelet-based harmonization of local and global model shifts in federated learning for histopathological images
Proceedings Volume 12930, 129300J (2024) https://doi.org/10.1117/12.3009710
KEYWORDS: Wavelets, Data modeling, Histopathology, Tumors, Image segmentation, Machine learning, Tissues, Education and training, Medical imaging, Breast cancer
Proceedings Article | 7 April 2023 Presentation + Paper
Class activation mapping and uncertainty estimation in multi-organ segmentation
Proceedings Volume 12465, 124650V (2023) https://doi.org/10.1117/12.2655508
KEYWORDS: Education and training, Image segmentation, Liver, Data modeling, Deep learning, Cross validation, Kidney, Visualization, Computed tomography, Visual process modeling
Proceedings Article | 4 April 2022 Presentation + Paper
Uncertainty estimation in classification of MGMT using radiogenomics for glioblastoma patients
Proceedings Volume 12033, 120331E (2022) https://doi.org/10.1117/12.2612621
KEYWORDS: Data modeling, Fractal analysis, Performance modeling, Tumors, Tissues, Stochastic processes, Magnetic resonance imaging, Uncertainty analysis, Feature extraction, Image classification
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