The role of video analytics (video analysis) |
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Please, note that this article is automatically translated from Russian into English, so the translation may not be accurate.
Video analytics can efficiently solve problems such as detection of intrusion into the guarded area, counting, recognition of license plates of cars, the recognition of violations of traffic and many others. More complex tasks, which include such as face recognition, abandoned objects, detecting suspicious behavior, less successfully solved. Introduction and use of video analytics systems in the areas of safety, security and surveillance is the most obvious solutions to security problems of a big city or the object of special purpose. Use of automated systems will reduce to a minimum participation in the process operator or completely eliminate the human factor. Requirements for video analyticsHigh sensitivity detectorAnalytics system should have a high accuracy of detection and classification of significant events for the subsequent reaction, regardless of environmental conditions (weather, lighting conditions). Algorithms for detecting and tracking should take account of volume to the scene and provide multiscale work in the foreground and the background. High-speed detectionThe analyst should be performed in real time (or within a short period of time) for immediate notification of the threat. This provides the necessary level of security. To increase the speed of video processing is necessary to use processor and algorithms that can cope with the increasing workload and changing conditions. High availability systemsFactor reliability is essential when using any security systems. Reliability can be achieved through design and engineering solutions. In addition, the system must be equipped with elements of passive safety, as well as secure data transmission through communication channels. Low level of false positivesMembers videoanaliticheskih systems often face the problem of false positives. Sometimes their number in the tens per hour, which leads to inappropriate use of such systems. Video analytics should be able to filter out the activity, no interest, which is important in the application of systems with many cameras (public transport, large buildings). Resistance to changes in the environmentVideoanaliticheskaya system must possess the characteristics and resources that will use it in different conditions (weather, environment). By changing conditions may include lighting (night, day, twilight, insufficient or excess lighting), weather conditions (fog, snow, rain) and so on. Regardless of Decentralization of processing, scalabilityThe need for embedded intelligence, which, unlike other solutions, you can create scalable systems whose dimensions are not limited to power and performance of the central node. System with embedded intelligence allows the transfer has already analyzed the data on any device video output (the computer monitor screen, PDA, etc.) or place of storage (remote disk). Autonomy of nodes increases the reliability and security of the system - it does not depend on the health of a server. Restrictions solutionsWidespread introduction of video analysis is constrained by the following factors. The high rate of false positivesFalse positives common because of imperfect algorithms and methods for video analytics. They can be caused by the presence of rolling background (forest, water area), animals, birds, insects, found themselves on the camera's lens, as well as shake the camera itself and other factors. Consequently, the system creates additional psychological burden on the operator and can be disabled as "annoying." Complexity of integratingMany products on the market analytics systems do not allow for their integration into existing platforms, or is it fraught with difficulties. As a rule, for the sake of integration is necessary to go to the additional financial costs. The high cost of maintenanceAnalytics systems are often a cumbersome solutions that require additional equipment for the task and the constant presence of a specialist. This leads to additional costs to the customer. Often used by exclusive and expensive components of the software, which also affects the price. Non-optimal placement without prior estimation of efficiency can affect the ultimate cost of the project towards its increase. The problem of accommodation as regards ensuring adequate level of security on the supervised area. |







