Moreover, even by incorporating human resources, the surveillance issue still is alarming as staffing is unlikely to perform impregnable duties. This deployment will lay hold of the country’s major resources, including human resources and finances.īasic architecture of drone surveillance system.
To facilitate the country in attaining proper security level requires deploying a number of security personnel, which is quite undesirable. Unfortunately, remote surveillance has remained unaddressed so far. A stranded economy is resultant due to losing thousands of precious lives and property worth millions of dollars. The target killing and bomb blasts seized the growth of many business sectors, leaving inhabitants to face devastation and inflation. Adversaries had targeted our country since 1990. The basic architecture of the working drone system is given in Figure 1. Also, with the help of the quadcopter, we can deliver goods where human access is beyond the bounds of possibility, as in explosions, volcano eruptions, and numerous other disasters, thereby minimizing the risk to human life.ĭoing remote surveillance is one of the major problems that Pakistan is confronting these days due to the unsettling political situation and banned outfits. Using a quadcopter can conveniently start the surveillance process in areas where we cannot place security cameras. This drone-based security surveillance system provides the user ultimate control, providing surveillance updates directly to the user’s owned systems. They are known for their use in numerous diverse fields, namely, Security, Aerial Photography, Surveying, and Surveillance. The drone is globally recognized as an aerial vehicle without any pilot on board. A cost-effective, simple, and efficient surveillance system is necessary for every organization, either in the public sector or private sector, for internal monitoring and the analysis of post events later onwards. Hence, a system that can account for insecurities regarding security and of less complexity is the need of time. The existing systems are expensive and complex to operate. This tremendous escalation in the requirement of security needs for individuals and an organization needs a proper and up-to-date surveillance system. Every citizen wants to cease the possibility of any upcoming threat to himself or his possessions. These days security is the critical concern of everyone around the globe. The average precision of the system is 79% across all categories achieved. ResNet-50–based FasterRCNN with the highest average precision performed as an excellent solution for threat detection. Five different kinds of CNNs were evaluated for their ability to identify objects of interest in surveillance images. A well-known FasterRCNN algorithm is modified for fast learning with feature reduction in the initial feature extraction step. The proposed solution is based on quadcopter surveillance and video streaming for anomaly detection in the received video streams through deep learning models. After detection of any unusual activity, the proposed system generates an alert for security personals. A quadcopter-based solution is proposed to monitor desired premises for any unusual activities, like the movement of persons with weapons and face detection to achieve the desired surveillance.
In aerial surveillance, quadcopters are equipped with state-of-the-art image processing technology that captures detailed photographs of every object underneath. A cost-effective and efficient solution is required, which is easily accessible to anyone with a moderate budget. Current systems are expensive and complex. The development of an aerial surveillance system might be very effective in catering to the challenges in surveillance systems. It is crucial to ensure proper surveillance for the safety and security of people and their assets.
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