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
3d computer vision 3d-computer-vision.htm
advanced computer vision advanced-computer-vision.htm
aevision nvr software aevision-nvr-software.htm
ai and computer vision ai-and-computer-vision.htm
ai computer vision uipath ai-computer-vision-uipath.htm
ai for computer vision ai-for-computer-vision.htm
ai in computer vision market ai-in-computer-vision-market.htm
ai vision systems ai-vision-systems.htm
airbnb computer vision airbnb-computer-vision.htm
albedo computer vision albedo-computer-vision.htm
algorithms for computer vision algorithms-for-computer-vision.htm
algorithms for image processing and computer vision algorithms-for-image-processing-and-computer-vision.htm
amazon go computer vision amazon-go-computer-vision.htm
amazon introduces computer vision into warehouses amazon-introduces-computer-vision-into-warehouses.htm
analytics vidhya computer vision analytics-vidhya-computer-vision.htm
anyvision facial recognition anyvision-facial-recognition.htm
apa itu computer vision apa-itu-computer-vision.htm
applied computer vision applied-computer-vision.htm
arcore computer vision arcore-computer-vision.htm
arduino computer vision arduino-computer-vision.htm
arduino machine vision arduino-machine-vision.htm
artificial intelligence vision artificial-intelligence-vision.htm
asu computer vision asu-computer-vision.htm
autonomous driving computer vision autonomous-driving-computer-vision.htm
awesome computer vision awesome-computer-vision.htm
awesome computer vision github awesome-computer-vision-github.htm
azure cognitive services computer vision azure-cognitive-services-computer-vision.htm
azure computer vision azure-computer-vision.htm
azure computer vision pricing azure-computer-vision-pricing.htm
bag of words computer vision bag-of-words-computer-vision.htm
bayesian computer vision bayesian-computer-vision.htm
berkeley computer vision berkeley-computer-vision.htm
best color night vision security camera best-color-night-vision-security-camera.htm
best computer vision best-computer-vision.htm
best computer vision companies best-computer-vision-companies.htm
best courses for computer vision best-courses-for-computer-vision.htm
best courses on computer vision best-courses-on-computer-vision.htm
best mini spy camera with night vision best-mini-spy-camera-with-night-vision.htm
best night vision cctv camera best-night-vision-cctv-camera.htm
best night vision security camera best-night-vision-security-camera.htm
best outdoor night vision security camera best-outdoor-night-vision-security-camera.htm
best software for hikvision cameras best-software-for-hikvision-cameras.htm
blue iris hikvision blue-iris-hikvision.htm
bosch computer vision bosch-computer-vision.htm
brief computer vision brief-computer-vision.htm
brisk computer vision brisk-computer-vision.htm
camera ip geovision camera-ip-geovision.htm
camera night vision p2p camera-night-vision-p2p.htm
camera night vision p2p hd camera-night-vision-p2p-hd.htm
cctv night vision cctv-night-vision.htm
classical computer vision classical-computer-vision.htm
cnn computer vision cnn-computer-vision.htm
coco computer vision coco-computer-vision.htm
components of computer vision components-of-computer-vision.htm
computer and machine vision computer-and-machine-vision.htm
computer graphics and computer vision computer-graphics-and-computer-vision.htm
computer vision computer-vision.htm
computer vision 2018 computer-vision-2018.htm
computer vision 2019 computer-vision-2019.htm
computer vision ai computer-vision-ai.htm
computer vision algorithms computer-vision-algorithms.htm
computer vision amazon go computer-vision-amazon-go.htm
computer vision analysis computer-vision-analysis.htm
computer vision analytics computer-vision-analytics.htm
computer vision and ai computer-vision-and-ai.htm
computer vision and applications computer-vision-and-applications.htm
computer vision and artificial intelligence computer-vision-and-artificial-intelligence.htm
computer vision and computer graphics computer-vision-and-computer-graphics.htm
computer vision and graphics computer-vision-and-graphics.htm
computer vision and image processing computer-vision-and-image-processing.htm
computer vision and its applications computer-vision-and-its-applications.htm
computer vision and neural networks computer-vision-and-neural-networks.htm
computer vision and robotics computer-vision-and-robotics.htm
computer vision andrew ng computer-vision-andrew-ng.htm
computer vision applications computer-vision-applications.htm
computer vision architecture computer-vision-architecture.htm
computer vision art computer-vision-art.htm
computer vision autonomous driving computer-vision-autonomous-driving.htm
computer vision autonomous vehicles computer-vision-autonomous-vehicles.htm
computer vision based computer-vision-based.htm
computer vision basics computer-vision-basics.htm
computer vision business computer-vision-business.htm
computer vision companies computer-vision-companies.htm
computer vision day 2018 computer-vision-day-2018.htm
computer vision development computer-vision-development.htm
computer vision edx computer-vision-edx.htm
computer vision face recognition computer-vision-face-recognition.htm
computer vision for autonomous driving computer-vision-for-autonomous-driving.htm
computer vision for autonomous vehicles computer-vision-for-autonomous-vehicles.htm
computer vision for beginners computer-vision-for-beginners.htm
computer vision for blind computer-vision-for-blind.htm
computer vision for dummies computer-vision-for-dummies.htm
computer vision for medical imaging computer-vision-for-medical-imaging.htm
computer vision for retail computer-vision-for-retail.htm
computer vision for sports computer-vision-for-sports.htm
computer vision for visually impaired computer-vision-for-visually-impaired.htm
computer vision from scratch computer-vision-from-scratch.htm
computer vision github computer-vision-github.htm
computer vision hardware computer-vision-hardware.htm
computer vision image analysis computer-vision-image-analysis.htm
computer vision image processing computer-vision-image-processing.htm
computer vision image recognition computer-vision-image-recognition.htm
computer vision in artificial intelligence computer-vision-in-artificial-intelligence.htm
computer vision in autonomous vehicles computer-vision-in-autonomous-vehicles.htm
computer vision in banking computer-vision-in-banking.htm
computer vision in hindi computer-vision-in-hindi.htm
computer vision in image processing computer-vision-in-image-processing.htm
computer vision in retail computer-vision-in-retail.htm
computer vision in warehouse management computer-vision-in-warehouse-management.htm
computer vision industry computer-vision-industry.htm
computer vision inventory management computer-vision-inventory-management.htm
computer vision iot computer-vision-iot.htm
computer vision kaggle computer-vision-kaggle.htm
computer vision license plate recognition computer-vision-license-plate-recognition.htm
computer vision ml computer-vision-ml.htm
computer vision models computer-vision-models.htm
computer vision nanodegree computer-vision-nanodegree.htm
computer vision nanodegree github computer-vision-nanodegree-github.htm
computer vision nanodegree udacity computer-vision-nanodegree-udacity.htm
computer vision neural network computer-vision-neural-network.htm
computer vision ntu computer-vision-ntu.htm
computer vision online computer-vision-online.htm
computer vision processing computer-vision-processing.htm
computer vision products computer-vision-products.htm
computer vision programming computer-vision-programming.htm
computer vision pytorch computer-vision-pytorch.htm
computer vision quora computer-vision-quora.htm
computer vision recognition computer-vision-recognition.htm
computer vision retail analytics computer-vision-retail-analytics.htm
computer vision robotics computer-vision-robotics.htm
computer vision scientist computer-vision-scientist.htm
computer vision sensors computer-vision-sensors.htm
computer vision services computer-vision-services.htm
computer vision solutions computer-vision-solutions.htm
computer vision solutions for retail computer-vision-solutions-for-retail.htm
computer vision startups computer-vision-startups.htm
computer vision state of the art computer-vision-state-of-the-art.htm
computer vision system computer-vision-system.htm
computer vision udemy computer-vision-udemy.htm
computer vision uipath computer-vision-uipath.htm
computer vision usc computer-vision-usc.htm
computer vision use cases computer-vision-use-cases.htm
computer vision website computer-vision-website.htm
computer vision with arduino computer-vision-with-arduino.htm
computer vision with python 3 computer-vision-with-python-3.htm
convolutional neural network computer vision convolutional-neural-network-computer-vision.htm
cornell computer vision cornell-computer-vision.htm
cornell university computer vision cornell-university-computer-vision.htm
correlation computer vision correlation-computer-vision.htm
coursera computer vision coursera-computer-vision.htm
cs computer vision cs-computer-vision.htm
cv computer vision cv-computer-vision.htm
datacamp computer vision datacamp-computer-vision.htm
david lowe computer vision david-lowe-computer-vision.htm
deep computer vision deep-computer-vision.htm
dictionary of computer vision and image processing dictionary-of-computer-vision-and-image-processing.htm
digital image processing and computer vision digital-image-processing-and-computer-vision.htm
double vision on phone screen double-vision-on-phone-screen.htm
dpm computer vision dpm-computer-vision.htm
driver hp truevision hd windows 10 driver-hp-truevision-hd-windows-10.htm
driver hp truevision hd windows 7 driver-hp-truevision-hd-windows-7.htm
edge computer vision edge-computer-vision.htm
edx computer vision edx-computer-vision.htm
face recognition hikvision face-recognition-hikvision.htm
fast computer vision fast-computer-vision.htm
foundations of computer vision foundations-of-computer-vision.htm
gans computer vision gans-computer-vision.htm
geometric computation for machine vision geometric-computation-for-machine-vision.htm
geometric invariance in computer vision geometric-invariance-in-computer-vision.htm
geovision analog cameras geovision-analog-cameras.htm
geovision camera software geovision-camera-software.htm
geovision camera system geovision-camera-system.htm
geovision cameras geovision-cameras.htm
geovision ip camera software geovision-ip-camera-software.htm
geovision nvr software geovision-nvr-software.htm
google computer vision google-computer-vision.htm
google vision face recognition google-vision-face-recognition.htm
google vision license plate google-vision-license-plate.htm
gopro computer vision gopro-computer-vision.htm
hd truevision webcam driver hd-truevision-webcam-driver.htm
heimvision heimvision.htm
heimvision camera heimvision-camera.htm
heimvision hm241 heimvision-hm241.htm
hidden outdoor security cameras with night vision hidden-outdoor-security-cameras-with-night-vision.htm
high level computer vision high-level-computer-vision.htm
high resolution night vision security camera high-resolution-night-vision-security-camera.htm
hikvision camera app for pc hikvision-camera-app-for-pc.htm
hikvision camera management software hikvision-camera-management-software.htm
hikvision camera viewer hikvision-camera-viewer.htm
hikvision cctv camera app hikvision-cctv-camera-app.htm
hikvision cctv camera app for pc hikvision-cctv-camera-app-for-pc.htm
hikvision cctv camera online view pc hikvision-cctv-camera-online-view-pc.htm
hikvision cctv camera software for pc hikvision-cctv-camera-software-for-pc.htm
hikvision cctv software hikvision-cctv-software.htm
hikvision central monitoring software hikvision-central-monitoring-software.htm
hikvision dvr p2p hikvision-dvr-p2p.htm
hikvision ezviz cloud p2p setup hikvision-ezviz-cloud-p2p-setup.htm
hikvision face recognition hikvision-face-recognition.htm
hikvision face recognition access control hikvision-face-recognition-access-control.htm
hikvision face recognition solution hikvision-face-recognition-solution.htm
hikvision google home hikvision-google-home.htm
hikvision homekit hikvision-homekit.htm
hikvision ip camera app hikvision-ip-camera-app.htm
hikvision ip camera reset software hikvision-ip-camera-reset-software.htm
hikvision ip camera scanner hikvision-ip-camera-scanner.htm
hikvision ip camera setup software hikvision-ip-camera-setup-software.htm
hikvision ip camera software hikvision-ip-camera-software.htm
hikvision ip camera software for pc hikvision-ip-camera-software-for-pc.htm
hikvision ip camera tool hikvision-ip-camera-tool.htm
hikvision ip camera viewer hikvision-ip-camera-viewer.htm
hikvision ispy hikvision-ispy.htm
hikvision monitoring software hikvision-monitoring-software.htm
hikvision nvr software hikvision-nvr-software.htm
hikvision nvr software for pc hikvision-nvr-software-for-pc.htm
hikvision nvr software for windows hikvision-nvr-software-for-windows.htm
hikvision nvr software update hikvision-nvr-software-update.htm
hikvision p2p app hikvision-p2p-app.htm
hikvision p2p camera hikvision-p2p-camera.htm
hikvision p2p setup hikvision-p2p-setup.htm
hikvision remote viewing software hikvision-remote-viewing-software.htm
hkust computer vision hkust-computer-vision.htm
hp truevision camera driver hp-truevision-camera-driver.htm
hp truevision driver hp-truevision-driver.htm
hp truevision hd camera driver hp-truevision-hd-camera-driver.htm
hp truevision hd camera driver download hp-truevision-hd-camera-driver-download.htm
hp truevision hd camera driver windows 10 hp-truevision-hd-camera-driver-windows-10.htm
hp truevision hd driver hp-truevision-hd-driver.htm
hp truevision hd driver download hp-truevision-hd-driver-download.htm
hp truevision hd driver for windows 10 free download hp-truevision-hd-driver-for-windows-10-free-download.htm
hp truevision hd driver windows 10 64 bit hp-truevision-hd-driver-windows-10-64-bit.htm
hp truevision hd driver windows 10 64 bit download hp-truevision-hd-driver-windows-10-64-bit-download.htm
hp truevision hd driver windows 7 hp-truevision-hd-driver-windows-7.htm
hp truevision hd driver windows 7 64 bit download hp-truevision-hd-driver-windows-7-64-bit-download.htm
hp truevision hd driver windows 8 hp-truevision-hd-driver-windows-8.htm
hp truevision hd software hp-truevision-hd-software.htm
hp truevision hd webcam driver hp-truevision-hd-webcam-driver.htm
hp truevision hd webcam driver download windows 10 hp-truevision-hd-webcam-driver-download-windows-10.htm
hp truevision hd webcam driver download windows 7 hp-truevision-hd-webcam-driver-download-windows-7.htm
hp truevision hd webcam driver windows 10 hp-truevision-hd-webcam-driver-windows-10.htm
hp truevision hd webcam driver windows 7 hp-truevision-hd-webcam-driver-windows-7.htm
hp truevision hd webcam driver windows 7 64 bit hp-truevision-hd-webcam-driver-windows-7-64-bit.htm
huawei computer vision huawei-computer-vision.htm
icp computer vision icp-computer-vision.htm
iisc computer vision iisc-computer-vision.htm
image alignment computer vision image-alignment-computer-vision.htm
image analysis and computer vision image-analysis-and-computer-vision.htm
image recognition computer vision image-recognition-computer-vision.htm
image vision and computing image-vision-and-computing.htm
image vision computing image-vision-computing.htm
indeed computer vision indeed-computer-vision.htm
inria computer vision inria-computer-vision.htm
instagram computer vision instagram-computer-vision.htm
intel computer vision intel-computer-vision.htm
intel machine vision intel-machine-vision.htm
ios computer vision ios-computer-vision.htm
iot and computer vision iot-and-computer-vision.htm
iris computer vision iris-computer-vision.htm
ispy hikvision ispy-hikvision.htm
kaggle computer vision kaggle-computer-vision.htm
long range night vision security camera long-range-night-vision-security-camera.htm
low level computer vision low-level-computer-vision.htm
machine vision computer vision machine-vision-computer-vision.htm
machine vision startups machine-vision-startups.htm
material recognition computer vision material-recognition-computer-vision.htm
max planck institute computer vision max-planck-institute-computer-vision.htm
microsoft cognitive services computer vision microsoft-cognitive-services-computer-vision.htm
microsoft cognitive vision microsoft-cognitive-vision.htm
mini night vision camera wireless mini-night-vision-camera-wireless.htm
mini security cameras with night vision mini-security-cameras-with-night-vision.htm
mit computer vision mit-computer-vision.htm
ml computer vision ml-computer-vision.htm
modern computer vision modern-computer-vision.htm
motion sensor camera with night vision motion-sensor-camera-with-night-vision.htm
nasa cfd vision 2030 nasa-cfd-vision-2030.htm
netflix computer vision netflix-computer-vision.htm
neural network vision neural-network-vision.htm
night vision cctv camera night-vision-cctv-camera.htm
night vision cctv camera price night-vision-cctv-camera-price.htm
night vision cctv camera with recording night-vision-cctv-camera-with-recording.htm
night vision security camera night-vision-security-camera.htm
night vision surveillance cameras night-vision-surveillance-cameras.htm
night vision webcam software free download night-vision-webcam-software-free-download.htm
nms computer vision nms-computer-vision.htm
ntu computer vision ntu-computer-vision.htm
octave computer vision octave-computer-vision.htm
orb computer vision orb-computer-vision.htm
outdoor hidden cameras with night vision outdoor-hidden-cameras-with-night-vision.htm
outdoor night vision camera outdoor-night-vision-camera.htm
outdoor security cameras with night vision outdoor-security-cameras-with-night-vision.htm
outdoor wireless security cameras with night vision outdoor-wireless-security-cameras-with-night-vision.htm
particle filter computer vision particle-filter-computer-vision.htm
photogrammetric computer vision photogrammetric-computer-vision.htm
practical computer vision practical-computer-vision.htm
program hikvision ip camera program-hikvision-ip-camera.htm
pytorch computer vision pytorch-computer-vision.htm
q7 hd 1080p wifi remote camera with night vision black q7-hd-1080p-wifi-remote-camera-with-night-vision-black.htm
ransac computer vision ransac-computer-vision.htm
raspberry pi machine vision raspberry-pi-machine-vision.htm
raspberry pi vision system raspberry-pi-vision-system.htm
recording security camera with night vision recording-security-camera-with-night-vision.htm
rpa computer vision rpa-computer-vision.htm
security cameras with audio and night vision security-cameras-with-audio-and-night-vision.htm
signal processing for computer vision signal-processing-for-computer-vision.htm
siraj raval computer vision siraj-raval-computer-vision.htm
snapchat computer vision snapchat-computer-vision.htm
software cctv hikvision software-cctv-hikvision.htm
sports computer vision sports-computer-vision.htm
state of art computer vision state-of-art-computer-vision.htm
state of the art computer vision state-of-the-art-computer-vision.htm
state of the art in computer vision state-of-the-art-in-computer-vision.htm
superdatascience computer vision superdatascience-computer-vision.htm
szeliski computer vision szeliski-computer-vision.htm
szeliski computer vision algorithms and applications szeliski-computer-vision-algorithms-and-applications.htm
taaz inc computer vision taaz-inc-computer-vision.htm
top computer vision companies top-computer-vision-companies.htm
top computer vision startups top-computer-vision-startups.htm
top machine vision companies top-machine-vision-companies.htm
tracklet computer vision tracklet-computer-vision.htm
traditional computer vision traditional-computer-vision.htm
uber computer vision uber-computer-vision.htm
ucsb computer vision ucsb-computer-vision.htm
udacity computer vision nanodegree udacity-computer-vision-nanodegree.htm
udacity nanodegree computer vision udacity-nanodegree-computer-vision.htm
udemy computer vision udemy-computer-vision.htm
uipath ai computer vision uipath-ai-computer-vision.htm
umbo computer vision umbo-computer-vision.htm
umd computer vision umd-computer-vision.htm
usc computer vision usc-computer-vision.htm
use of computer vision use-of-computer-vision.htm
uw computer vision uw-computer-vision.htm
vision algorithms vision-algorithms.htm
vision artificial raspberry vision-artificial-raspberry.htm
vision artificial raspberry pi vision-artificial-raspberry-pi.htm
vision computer system vision-computer-system.htm
vision input system in computer vision-input-system-in-computer.htm
vision institute of computer education vision-institute-of-computer-education.htm
vision recognition vision-recognition.htm
vision system in artificial intelligence vision-system-in-artificial-intelligence.htm
visionlabs face recognition visionlabs-face-recognition.htm
vlad computer vision vlad-computer-vision.htm
vocabulary tree computer vision vocabulary-tree-computer-vision.htm
watershed computer vision watershed-computer-vision.htm
wayfair computer vision wayfair-computer-vision.htm
wifi night vision camera wifi-night-vision-camera.htm
wireless cctv camera with night vision wireless-cctv-camera-with-night-vision.htm
wireless night vision camera wireless-night-vision-camera.htm
wireless night vision security cameras wireless-night-vision-security-cameras.htm
wyze cam night vision wyze-cam-night-vision.htm
xamarin computer vision xamarin-computer-vision.htm