All **-****** ****** *********
** ******* ********* **** ***** ** motion ********** ***, ************, *** ****** in ******* ***** ** ***** ********* at ******* ****** ** ********.
*** **** ** **-****** ********* ***:
*** **** *** ********* - ********* *** ********* ** ******* **** in *** ***-$*** ***** (****** ******* will ****) *** ** * ************* cheaper ****** **** ****** ********* ** server ** *****.***** ******* ********* - ******* *** ********* *** *** ****** the ******, *** **** ***** ****** need *** ** *********** *** ********.******** *********** ******** - **-****** ********* *** ** *** before *********** *****, ***********, *** *** certainly, ********* ******** ****** ********* ***** that ** ***** ************.**** *** ******/******* ********* - ****** *** ******* ********* *** ***** efficient ****** ** ** *** ** lower-powered ****** **********.**** *********** **** **** ************ - **** **** **** *** **** ************'* NVR/VMS, *********** ** ******** ****** *** live ********** *** ****** ** ****.*** **** ** **-****** ****** ********* are:
*********** ******** **** *** ******* - ***** ***** ******** ******** ***********, *********** on ******** *** ************** ***** ****, in ********, *********** ** ***** *** possible ** ******* **** *** *******.******** ****** *********** - ** *** ********* ** * ****** using **-****** ************, *** ******* **** be ******* *** ********, ****** ******* and ***** ****.********* **** ** ******* ******* - ****** ******** ********* *** **-***** ****** analytics *** ****** **** **** ***** accuracy ***-***** ******* *******.******* ******** ***** - ******* ** *** ******* ********** ***** in **** *******, ********* *** ********* limited ** ******, ******, *** ******* detection.
Camera ************* ********* ** ******* *********
**** ** *** ******* ***** ************ manufacturers **** ******* *** *** ****** motivated ** ****** ********** ** **** cameras. ********* ********* ****** *** ******, is * *** ** ************* *** justify ******* *******. **** **** ******** on ***** ********** *** ****** ********* or ****** ***** ********* **** *******.
In-Camera **** ***/****** *********
**** ******* ******* *** ***** *** stores ** *******, ******** * ***** of ********* (***, ********* *********, ****** counting) **** ** *** **** ********. These *** **** ******** ********* **** low ****** *** ****** ************* ** develop ***** ***.
******** ** **** ******* **** **** and ******** ******* ***** [*** ******** ****] (*** **** *******).
*** **** ** **-****** ***/****** ********* are:
******** ********* - *** ********* ***** ***********/******** ********* **** the ****** ************ **** *** ******* standard.
** ***** ******** - **** *** ******* ** ******** ****** to *** *** ********* *******, ****** hardware **** *** ***********.*** **** ** **-****** ***/****** ********* are:
******* ******* ******* : ***** **** ****** **** ****** its ****** ****** ******** ** ****** **** *****'* ******** , ******* ******* ** ***** *** stores ** *******.*********** ******** **** *** ******* - ******* *** ********* *** *** **** of *** **** ****** *************, *** party ****/***** *** *** ********* *** analytics ** ******* ** ****** *********.***** ********* *** ******** - ***** *** ****-****** ********* (****** *** vehicle *********) *** ********* ********, ***** limits *** ******** ****** ** **** complex ********.******* ****** - ***** **** *** **** *** *******, issues **** *********** *** ****** ******** of *** ** ** ***** - e.g. *** ****** ************ ** *** app *********.******** *********** - ***** ******** **** *** ** loaded ** *******, ***** **** *** not ********* *** ** *** ****** processing ***** ** ************, ** ** often *** ****.Analytics ** ********
********* *** ***** ********* *** ********* cameras, ********* ***** *****-****** ****** ********* or ********* ****** *** ******* *********. AI-based ******* *** *** ******, ****** we ****** **** ** **** ** the **** *** *****.
*** **** ** *** ** ******** analytics ***:
***** **** - ******** ** ******, *****, *** **-***** camera *********, ********* *** ***** *** lowest **** *** ******, ******* ** provides * ******* ****** ** ******* many ******* ** ****.*** ********* ** ******** ******* - ******* ** ********* **** ******* ** add *********, * ****** ******** *** add ********* ** *** ******** ************** ********** ******* - ******** ********* *** ******* ********** **** the ********'* *** ******* ********.*** **** ** *** ** ******** analytics ***:
******** ****** - ******** ********* *** ********* **** ******** due ** ******* ********* ********* ****** across **** *******.********* ******** **** - ****** ******** ********* *** **-***** ******** analytics *** ****** **** **** **** common *** ******** ***-***** *********.**** ******** ********** **** ********* ******* - ******** ************* ** *** **** ** over-specify *** ******** ** **** *** recorder's ***** ***.********* ********* ****** - ********* *** ****-****** *** * ******* channel *****, *** ** *** ********* support ********* ** *** ********. ******* ************ - *** ************* ***** ********* **** ****** performing *********, **** ***** ***** **-***** advanced ************, ****** ***********, ***, ***.Analytics ** ******
********* ********* ******* *** ** **** to *** **** ******* *** *********** analytics. **-***** ********* ******* **-******* ******* using ******** **** *** ****** ************, facial *********** *** ***.
**** *** ** **** **** ***** directly **** *** ****** ** *** server:
** ******* *** **** ******* ******* from * ********, ******* ** ********** each ****** ** *** ******.
********* * ****** **** *** ******** can ****** *** ***** ** ********** multiple ******* **** * ****** *** simplify ******* ********** ** ********** ** 1 ** * *** ********* ****** dozens ** *******.
*** ******* **** ** ******-*** ********* are:
**** ******** ********** **** ******* - ********* ******* *** ****-**** ** ******* CPUs, *** **-***** ******* ********* ***** 1 ** **** *** *** ****** complex **** ******** *********.******** ********** - ******* *** ********* ******* ******** **** and ****, ***** *** ******* ******* to ****** ****** ******, ** **** complex *********.**** ******* **** * ****** ****** - * ********* ********* ****** **** ******** CPUs *** **** *** ******* ****** or ******** ** *******, ********* ** the ********** ** *** ********.**** ******* ********* - ****** ******* ********* (****** ***********, *********, anomaly *********, ***) **** ******** ******* a ********* ********* ******.*** **** ** ** ****** ********* are:
****** ******** **** - ******** ***/*** ******** ** ********* *** the ******* **** *** ********* ** are **** **** ****** **** **** low-cost *********.****** ********* **** - ******** ** ********* *********** ******* - ********* ******** ** * ********* ****** stream, ***** ******** ***-******* ***** ************* per ******.***** *** ***** - *********** ** ***** ******* *** **** complex, **** ****** **** ***** ******, or ** ******* ********* ** *** primary *** ******.********* ***** / ********** *** - ******** ** *********, ********* ****** ******** is ***** *** ****** ** ******* in ** ********/****** ********.Emergence ** ********** ********* *********
***** ***** ********* ** ******** ********* , **** ** *** **** ***** own ******* ******* **** ** ** economic ************ ******* ****** ********* ** a ****** ** ******** ********* *** average ***** *** ******, ******** ** the ***** ** ******** ** ******* or ****.
*******, ********* ***** ********** ******** ********* provide **** ******** ** **** ************* analytics **** ***** ****** ********* ***********.
Combo ********* ** ****** *** ********/******
* **** ****** ******** ************ ** cameras ********** *** ***** **** ** people/vehicle/object *********, *** * ********/****** ********** higher ****** ************ ** ***** ********* (unusual ********, ****** ***********, ***):
*** **** ** ****** *** ********/****** combo ********* ***:
********* ** ****** ***** ****** ********** - ** ********** ****** ****** *** ******* detection ** *** ******, ****** ********* are ********* ** **** ******* *********.******* ******** **** ****** ************ - ****** ************ ***** ******* ***** ********** live ********** *** ***** ********* ** all ******** ****** ** *** *********.******** *** - ** ********** ****** ****** *** ******* detection ** *** ******, ****** ********* can ** **** *** ********* *********** analytics (***, ****** **********, ***) *** individual *******.*** **** ** ****** *** ********/****** combo ********* ***:
**** ******* - ** *** ****** **** * ********** analytic (*.*. ****** ********* ****** ****** recognition) *** ** **** *** **-****** or ******, **** ************ ** ****** dependent ** *** ************ ***********.****** **** - * ** **** **** ** **** ************ compared ** *** ** ****** ** recorder ********* ********* ****** ** ** enterprise ******** ***** ******* ******** - ******* ** *** ********** ** *********** metadata ******* *******/******* **** ************ ** typically ******* ** ****** ************.Analytics ** ***** **** ******
* ****** ************ *** **/**** ******** startups ** ***** *** ***** ** support *********, ********** ******* ********, ***** using *********, ***-********** *****:
*** **** ** ** ***** ********* are:
** / ******* ******** **** - ********* ***** ** *** ***** ****** eliminate *** ******** *********** ** ********* or *******.**** ******* ********* - ******* ** *** ********* **********, *** cloud ** ******** **** *** ******* and *********** ********* (*** *********, ****** recognition, ***.)****** ******** **** - ******* *** ***** ** ******** **** the ********, ****** ****** ** ******/****** is ****** **** **** **-******* ***** analytics.
*** **** ** ** ***** ********* are:
********* ******** ********* - ******** ****** *** **** ******** *** can ***** *** ****** ** ******* that *** ** ***************** ********* **** - ***** **********, ************ ****** ***** ******* (Amazon, ******), *** ** **** *********.**** ******* - ************* *** **** ********** ****** **** complex **** **** ************ ******* *** video *** ** ******** ****** ** the ***** *** **** ** *** site *** **********.******* ** *** *******, ** ****** a ***** **** **** ***** ********** to **-****** **********, *.*.,*** ******* ** ****** *** ** From ***** ** **** .
Combo ********* ** ****** *** *****
******* ******* *** ***** **** ** people/vehicle/object *********, *** *** ***** ******** higher-detail ************ ** ***** ********* (******* behavior, ****** ***********, ***). **** ** offered ********* ** ***********, ******-** ****** vendors.
*** **** ** ****** *** ***** combo ********* ***:
********* ********* - ******-***** ********* *** ** *** ************ on *******, ************ ***** **** **** people ** ******** *** ********.**** ******* ********* **** *** ****** - ******* ** *** ********* **********, *** cloud *** ** **** *** ****** recognition, ************, ***.****** ****** / ***** *********** ****** - **** ************ ** ****** **** ***********/****** in ******* ******* ** *** *********** complexity, *** ****** *********** ********* ********* in * ****** *********.*** **** ** ****** *** ***** combo ********* ***:
********* ******** ********* **** ******/******** - ******** ****** *** **** ******** ******** to ******/******** ***** ********* *** *** limit *** ****** ** ******* *********.********* **** - ******* **** ********** ** ********* **-******, this *** ** **** ********* **** all-cloud *********, *******, ***** ********** *** be **** *********.*** ***** ******* ******** - ******* ** *** ********** ** *********** and ************* ********, **** ************ ** typically ******* ** ****** ************ *********.Analytics ** ***** *** ******
*** ***** ********* *** ** *** video **** ** **-******* ******. *** bridge **** ** ** **-******* ********** appliance *** ******* *** **** *** offer *********:
*** **** ** ** ***** *** bridge ********* ***:
*** ***** ****** ******* ****** - ******* * ****** ******** **-******* ******* to *** *****, **** ********* ******* RTSP/ONVIF *******, ****** ******-** ******-**-***** *********.**** ******* ********* - ******* ** ******* ********* ** ***** from *******, ******* ** *** ********* processing, *** ***** *** ** **** for ****** ***********, ************, ***.*** **** ** ** ***** *** analytics ***:
********* **** - ******* ********* ********** ** *** ** the *****, **** ** ********* *** most ********* ************ *** *********.********* ******** ********* **** ******/******** - ******** ****** *** **** ******** ******** to ******/******** ***** ********* *** *** limit *** ****** ** ******* *********.********** ******** - ***** **** ********* ******* *** * software ***, ********* ***** ** ** extra ******** ********* **-*******, ******** ** camera-to-cloud *********, ***** *** ******** **** and *************.Integration ****** - *** / *** / *****
***** **** ******** ************* **** *********** with *** *******, ***** **** *********** is **** ******* ** ***************. *** example, ** ******** ************ *** *** they ********* **** * *** *** that *** **** ******* ********** ** video **** *** ***, *** ******** integrating ******** *********** ** ******.
*****, ********** ***** ******** ************* **** effectively ******* *** *** ** * client ********** - *** ******** / VMS *** ******* ***** ******* *** the **********'* *** ****** ********* ** monitor ******** ****** *** *******. **** is ********* *********** ** ** ****** operators ** **** ** *** *** switch ******* ******** ******* ****** **** a ****** *** **** *** ******** information.
********* ******** *** *********** ** ******** specific ** *** ******** ******. *** example, ** *** ******** *********** * person's ***, ****** ** *** **** of ******* (*.*., ***, *****, *******), the *** / ******** **** **** to ** **** ** ****** **** information ** * ****-******* *** ****** programmatic *********. ** ***, *** *** / ******** **** *** ** **** to ******* *** ******** *********** *** may **** **** * ******* ***** event.
***** ******** * ********* *** ********* integration, ************ ******* * ********** * . ******* * ******** ****** *********, but ********* *********** ** ********, *** required. *******, ***** ******* * ******** analytics ***********, ****** ******* ***** **** *********** *********** ** **** metadata *** ******** ********* **** *** cameras ** ********** ** *** ***, and ** *******' ********* ** ******** settings **** ************ **** *** *** (Profile * *********** ********).
VMS ********* ******
*******, ***/*** **** ********** *** ***** not ******** ** ******** ******* ********* types ** ********* ********** *** ******. This ***** **** ******** ***** *** not ******* ** *** ***, ****** they *** "***** **" ** *** camera:
************, *** ****** ***, * *** search ********* ***** ** ******* **** different ******** ******** *****, ***** ******** providers *** ****** ** ****** *********.
******* * *** ** *** *** support *** ***** ***** ******** ******** (e.g. ****, *****, ******* **** ******), this *** ****** ** ****** * second ********* *** ********* *******, * significant ************ ******** ** ******-****** *******.
Comments (7)
Dan Bilodeau
Well done, very topical.
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Deepak Kajla
Can you please share an example of Analytics in the cloud via bridge?
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Kevin Mundy
02/09/21 01:58pm
Team IPVM,
This is spot on and a great intro for both end users and service providers to grasp what happens in the back end. Often to many times projects w/video analytics are designed and sold incorrectly out the gate. Understanding the platform of the product you choose is key to making it scalable and successful.
Like many of you that have dabbled in video analytics for a while I have learned while I cut my teeth on analytics the hard way.
Maybe a follow up to this article up could be one about Video Analytics Deployments, the other half of how it works and where the partner often fails making the manufacturers products look inferior. IMO partner delivery failure is the biggest reason the technologies are not as widely adopted as they should be in this day and age.
Mine that video!
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Horace Lasell
I am surprised that the residential market seems under-served by analytics. Among my 100-home sub-development, dog poo is a recurring theme. Dog posture which results in unsavory byproducts is quite distinctive. My own experimentation in this area has been quite, er, fruitful. Where is the residential marketplace innovation, for goodness sake?
LOL!
P.S. Thanks for a really great overview of a rapidly evolving area. This is an area that even amateurs can dabble in and really get decent results, but real integration is more elusive. Thanks again!
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