Security has always been of paramount importance to humans. In the absence of a sense of security at one’s workplace, home or anywhere else, people feel uneasy and vulnerable. With the improvement of modern technology, along with the lack of time at hand, the need for faster, efficient, accurate as well as low-cost security techniques is more than ever. Image Captioning for Video Surveillance System is proposed to develop visual systems that generate contextual descriptions about objects in images, and then use these descriptions to provide information of the scene that needs to be secured. The proposed system uses a neural network model composed of a Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) to caption the incoming video feed. The main significance of this paper is in integrating the system with Discrete Wavelet Transform (DWT), which is applied on the incoming video feed, so that the compressed LL band frames transferred wirelessly to the model are smaller in comparison, leading to less transfer time and faster processing by the model.
BACKGROUND:Seizures are more common during the neonatal period than at any other age, occurring at a rate of 1.10-5.5 per 1,000 live births. Neonatal seizures occur during the fi rst 30 days of postnatal life and constitute a neurological emergency requiring prompt recognition and treatment¹. Seizures in newborns differ in clinical appearance, electrographic characteristics, etiology, and management compared to seizures that occur at later stages of development². Thus, early recognition and treatment is essential in maintaining healthy outcomes for neonates³. However, there is widespread variability on how these are initially identifi ed, evaluated, and treated across neonatal intensive care units (NICUs) 4 . This study aimed to investigate the neonatal seizure treatment pathways employed by rural and non-rural Level II and III NICUs across the Midwest and Pacifi c Northwest to identify areas of consensus and variability.
METHODS:In total, we contacted 301 Level II and III NICUs via an electronic survey. The survey collected information regarding the evaluation of neonatal seizures, anti-seizure medication availability, electroencephalogram (EEG) monitoring methods, and if and how an offi cial treatment pathway for neonatal seizure patients was established at their institution. Survey results will be examined using descriptive analysis.
RESULTS: With limited responses, preliminary resultsshow that only 19% of surveyed NICUs have an established pathway for treating neonatal seizures, and only 10% have
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