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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Food Safety: The Indian Perspective

In this modern era of globalization and industrial growth, one of the key questions that need attention in a developing country like India is that of food safety.In India, the farmhouse magnolia wreath full burden of food borne illnesses is not known; most food borne illnesses go unreported.India is struggling with age old problem of poor environme

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Genetic Manipulation of Leishmania donovani to Explore the Involvement of Argininosuccinate Synthase in Oxidative Stress Management.

Reactive oxygen and nitrogen species (ROS and RNS) produced by the phagocytic cells are rowenta dr8270 the most common arsenals used to kill the intracellular pathogens.However, Leishmania, an intracellular pathogen, has evolved mechanisms to survive by counterbalancing the toxic oxygen metabolites produced during infection.Polyamines, the major co

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