Since the number of car buyers have substantially increased in these years. Parking spaces are very important in metropolitan cities. The proposed method is considered as an economical solution for industries in which cost-effective solutions are developed for traffic management. The proposed system captures video stream like vehicles in the monitored area to compute the information and transfer the compressed video stream for providing video based solution that is mainly implemented in Open CV by Python Programming. It also aims to develop a remote access using raspberry-pi to detect, track and count vehicles only when some variations occur in the monitored area. In order to detect vehicles, monitor and estimate traffic flow using low cost electronic devices, this research work utilizes camera module of raspberry pi along with Raspberry Pi 3. In this paper, traffic flow is monitored by using computer vision paradigm, where images or sequence of images provides a betterment on the road view. As a result, the number of road accidents increases due to a very heavy traffic flow. Population explosion leads to an unprecedented increase in the number of physical objects or vehicles on road. The results from experiments indicate that the system has a unique capability to monitor and track swimmers, thereby enabling it to mitigate and curb the number of deaths by drowning. To verify the performance of the proposed system, a prototype has been developed, implemented, and tested. The device then sends an alarm to the lifeguards. The proposed system is based on the color-based algorithm to position and rescue swimmers who are drowning. The system consists of a Raspberry Pi with the Raspbian operating system, a Pixy camera, an Arduino Nano board, stepper motors, an alarm system, and motor drivers. Accordingly, a real-time system that will track swimmers in a pool using machine learning techniques and prevents drowning accidents is proposed. Although there have been various regulations put into place to reduce drowning accidents in some countries, communities still experience many drowning incidents. At present, swimming pools are built in hotels, sport clubs, schools and private residences.
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