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Hyperspectral Imaging in Brain Tumor Surgery-Evidence of Machine Learning-Based Performance.
[BACKGROUND] Hyperspectral imaging (HSI) has the potential to enhance surgical tissue detection and diagnostics. Definite utilization of intraoperative HSI guidance demands validated machine learning and public datasets that currently do no…
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Spectrally Tunable Neural Network-Assisted Segmentation of Microneurosurgical Anatomy.
[BACKGROUND] Distinct tissue types are differentiated based on the surgeon's knowledge and subjective visible information, typically assisted with white-light intraoperative imaging systems. Narrow-band imaging (NBI) assists in tissue ident…