APPLICATION OF DEEP LEARNING FOR SEMANTIC SEGMENTATION IN ROBOTIC PROSTATECTOMY: COMPARISON OF CONVOLUTIONAL NEURAL NETWORKS AND VISUAL TRANSFORMERS

Application of deep learning for semantic segmentation in robotic prostatectomy: Comparison of convolutional neural networks and visual transformers

Purpose: Semantic segmentation is a fundamental part of the surgical application of deep learning.Traditionally, segmentation in vision tasks has been performed using convolutional neural networks (CNNs), but the transformer architecture has recently been introduced and widely investigated.We aimed to investigate the performance of deep learning mo

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Hierarchical Cd4SiS6/SiO2 Heterostructure Nanowire Arrays

Abstract Novel hierarchical Cd4SiS6/SiO2 based heterostructure nanowire arrays were fabricated on silicon substrates by a one-step thermal evaporation of CdS powder.The as-grown products were characterized using scanning electron volleyball replacement net microscopy, X-ray diffraction, and transmission electron microscopy.Studies reveal that a typ

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