Perceptive cameras are poised to see broader applications. These perceptive cameras function as visual units within the Internet of Things (IoT), collecting, analyzing, recognizing, and transmitting valuable data to the backend. A cloud-based big data platform then stores, deeply analyzes, and predicts outcomes from this data. This creates a closed-loop system for video data collection, recognition, perception, thinking, and action. The extensive deployment of such devices allows us not only to identify and make judgments from individual cameras but also to perform deep analysis and exploration of massive surveillance data, thus profoundly impacting social management.
II. Deep Learning as a New Field in Artificial Intelligence Research
The motivation behind deep learning is to emulate the neural networks of the human brain for analysis and learning, modeling behavior and thought processes akin to the human brain's. In other words, over 70% of data analysis in the field of video surveillance involves image recognition. Currently, this form of AI machine deep learning has made significant advancements in various sectors of the security industry, including pedestrian detection, vehicle detection, non-moving vehicle detection, and more. Its recognition accuracy sometimes surpasses that of the human eye.
III. Big Data Mining Driving Value Creation in the Security Industry
By utilizing various algorithms and computations, a vast amount of video data can be indexed, annotated, and recognized, and the data can be stored in a database. This allows for the quick retrieval of extensive data, reducing manual labor costs and even accomplishing tasks that would be impossible for humans.
Incorporating indoor and outdoor home security solutions is an integral part of modern security systems. For indoor monitoring, the system may include wireless bulb cameras, offering discreet surveillance while blending seamlessly into the environment. Additionally, for outdoor surveillance, you might consider light bulb cameras that provide both illumination and security, improving safety and visibility in the outdoor spaces.
The fusion of these advanced technologies in the field of video surveillance underscores the pivotal role that artificial intelligence plays in reshaping the security landscape.