Computer vision in video surveillance
Computer vision technology of today is powered by deep learning algorithms that use a special kind of neural networks, called convolutional neural network (CNN), to make sense of images. These neural networks are trained using thousands of sample images which helps the algorithm understand and break down everything that's contained in an image. These neural networks scan images pixel by pixel, to identify patterns and "memorize" them. It also memorizes the ideal output that it should provide for each input image (in case of supervised learning) or classifies components of images by scanning characteristics such as contours and colors. This memory is then used by the systems as the reference while scanning more images. And with every iteration, the AI system becomes better at providing the right output.

Computer vision, or the ability of artificially intelligent systems to "see" like humans, has been a subject of increasing interest and rigorous research now. As a way of emulating the human visual system, the research in the field of computer vision purports to develop machines that can automate tasks that require visual cognition. However, the process of deciphering images, due to the significantly greater amount of multi-dimensional data that needs analysis, is much more complex than understanding other forms of binary information. This makes developing AI systems that can recognize visual data more complicated.
But, the use artificial neural networks is making computer vision more capable of replicating human vision. Computer vision technology of today is powered by deep learning algorithms that use a special kind of neural networks, called convolutional neural network (CNN), to make sense of images. These neural networks are trained using thousands of sample images which helps the algorithm understand and break down everything that's contained in an image. These neural networks scan images pixel by pixel, to identify patterns and "memorize" them. It also memorizes the ideal output that it should provide for each input image (in case of supervised learning) or classifies components of images by scanning characteristics such as contours and colors. This memory is then used by the systems as the reference while scanning more images. And with every iteration, the AI system becomes better at providing the right output.


Computer vision
Today's AI systems can go a step further and take actions based on an understanding of the image.

There are many types of computer vision that are used in different ways:

· Image segmentation partitions an image into multiple regions or pieces to be examined separately.
· Object detection identifies a specific object in an image. Advanced object detection recognizes many objects in a single image: a football field, an offensive player, a defensive player, a ball and so on. These models use an X,Y coordinate to create a bounding box and identify everything inside the box.
· Facial recognition is an advanced type of object detection that not only recognizes a human face in an image, but identifies a specific individual.
· Edge detection is a technique used to identify the outside edge of an object or landscape to better identify what is in the image.
· Pattern detection is a process of recognizing repeated shapes, colors and other visual indicators in images.
· Image classification groups images into different categories.
· Feature matching is a type of pattern detection that matches similarities in images to help classify them.


Tag Link
?applications of object detection applications-of-object-detection.htm
automatic object detection automatic-object-detection.htm
car object detection car-object-detection.htm
cctv object detection cctv-object-detection.htm
custom object detector custom-object-detector.htm
detect object detect-object.htm
detection object detection-object.htm
dssd object detection dssd-object-detection.htm
fastest object detection fastest-object-detection.htm
how object detection works how-object-detection-works.htm
how to do object detection how-to-do-object-detection.htm
motion detection freeware motion-detection-freeware.htm
object detect object-detect.htm
object detectio object-detectio.htm
object detection object-detection.htm
object detection algorithm object-detection-algorithm.htm
object detection and recognition object-detection-and-recognition.htm
object detection and tracking object-detection-and-tracking.htm
object detection app object-detection-app.htm
object detection application object-detection-application.htm
object detection box object-detection-box.htm
object detection camera object-detection-camera.htm
object detection car object-detection-car.htm
object detection company website object-detection-company-website.htm
object detection from video object-detection-from-video.htm
object detection image object-detection-image.htm
object detection in video object-detection-in-video.htm
object detection method object-detection-method.htm
object detection methods object-detection-methods.htm
object detection model object-detection-model.htm
object detection network object-detection-network.htm
object detection on video object-detection-on-video.htm
object detection online object-detection-online.htm
object detection program object-detection-program.htm
object detection review object-detection-review.htm
object detection software object-detection-software.htm
object detection system object-detection-system.htm
object detection systems object-detection-systems.htm
object detection technology object-detection-technology.htm
object detection training object-detection-training.htm
object detection tutorial object-detection-tutorial.htm
object detection using object-detection-using.htm
object detection video object-detection-video.htm
object detection web app object-detection-web-app.htm
object detection webcam object-detection-webcam.htm
object detection windows object-detection-windows.htm
object detection windows 10 object-detection-windows-10.htm
object detector object-detector.htm
object detectors object-detectors.htm
object identification object-identification.htm
object identification software object-identification-software.htm
object recognition object-recognition.htm
object recognition app object-recognition-app.htm
object recognition camera object-recognition-camera.htm
object recognition online object-recognition-online.htm
object recognition software object-recognition-software.htm
object recognition software free object-recognition-software-free.htm
object-detection object-detection.htm
objection detection objection-detection.htm
objects detection objects-detection.htm
online object detection online-object-detection.htm
real time object detection real-time-object-detection.htm
security camera object detection security-camera-object-detection.htm
simple object detection simple-object-detection.htm
video object detection video-object-detection.htm
video object recognition software video-object-recognition-software.htm
web object detection web-object-detection.htm
what is object detection what-is-object-detection.htm
windows object detection windows-object-detection.htm
commercial security cameras commercial-security-cameras.htm
free surveillance software downloads free-surveillance-software-downloads.htm
free video surveillance software download free-video-surveillance-software-download.htm
home camera surveillance systems home-camera-surveillance-systems.htm
home video security systems home-video-security-systems.htm
open source video surveillance software open-source-video-surveillance-software.htm
security systems for homes security-systems-for-homes.htm
security cameras for business security-cameras-for-business.htm
surveillance camera surveillance-camera.htm
video surveillance software free video-surveillance-software-free.htm
video surveillance software review video-surveillance-software-review.htm
video surveillance software windows 10 video-surveillance-software-windows-10.htm
video surveillance software video-surveillance-software.htm
webcam video surveillance software webcam-video-surveillance-software.htm
wireless home security systems wireless-home-security-systems.htm
wireless home camera surveillance systems wireless-home-camera-surveillance-systems.htm
wireless home security cameras outdoor wireless-home-security-cameras-outdoor.htm
wireless home security systems wireless-home-security-systems.htm
wireless security camera systems wireless-security-camera-systems.htm
wireless camera systems for home wireless-camera-systems-for-home.htm
object detection software object-detection-software.htm
object detection tutorial object-detection-tutorial.htm
image recognition applications image-recognition-applications.htm
ai object recognition ai-object-recognition.htm
object detection project object-detection-project.htm
image recognition companies image-recognition-companies.htm
image ai object detection image-ai-object-detection.htm
image recognition image-recognition.htm
video recognition video-recognition.htm