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Morphological multiparameter filtration and persistent homology in mitochondrial image analysis
Unmet Need Current mitochondrial network analysis tools require significant manual intervention, making them labor-intensive, subjective, and prone to variability. These limitations hinder the reproducibility and accuracy needed for studying complex mitochondrial morphologies in disease diagnostics,…
3D cavitation mapping to improve laser lithotripsy for the treatment of kidney stones
Unmet Need The prevalence of kidney stones is on the rise, having increased from approximately 4% in the 1970s to nearly 10% today. Approximately 1 in 10 of Americans will experience a kidney stone in…
Memory-efficient deep learning algorithms for computed tomography image reconstruction
Unmet Need Using high resolution images such as computed tomography (CT) has become a popular tool to guide medical interventions from radiotherapy to dental implantation. The market for CT services is expected to grow from…