Camera Analytics Shootout 2020 - Avigilon, Axis, Bosch, Dahua, Hanwha, Hikvision, Uniview, Vivotek

By IPVM Team, Published Jan 22, 2020, 09:38am EST

[UPDATE: Camera Analytics Shootout 2021 - Ava, Avigilon, Axis, Bosch, Dahua, Hanwha, Hikvision, Lilin, Meraki, Mobotix, Rhombus, Uniview, Verkada and Vivotek]

Analytics are hot again, thanks to a slew of AI-powered cameras, but whose analytics really work? And how do these new smart cameras compare to top non-AI analytics?

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In this report, we compare and contrast 15 different camera analytics from 8 manufacturers from our tests:

Inside, we cover:

  • The best, average and worst performers overall
  • The top 3 best performers compared in detail
  • The weaknesses of the average and worst performers
  • How the competitors resisted outdoor false alerts (e.g., foliage, small animals, shadows/lights, rain)
  • How the competitors handled indoor false alerts (i.e., shadows, lights, and flashes)
  • How well analytics detected subjects running and crawling
  • How accurately objects were classified as vehicle, human, etc.
  • Who delivered the greatest range (ranking pixel density / PPF requirements)
  • What specific detection issues each analytic had
  • Who was better or worse at configuration and calibration
  • How VMSes supported (or not) these cameras analytic events

Performance ********

***** ** *** *****, analytic *********** ***** **** four ******:

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  • *** **********:********'* ** ****-******** *********, Bosch ***, *** *****'* Analytics+ ******* ********* **** in *** *******, ************ rejecting ***** ****** **** common ******* ******* *** out, **** **** *****/***** than ******* *** ************.
  • ***** *******:********'* ** *********, **** Perimeter ********, ********* ********** and ********, ******* **** Learning ******, *** ******* SMD *** ********* ***** average ** *** *******, rejecting **** ***** ******, though **** **** *** limitations. ********'* ** ********* drastically ******** ********* ******** at *****, *** ** issue ** ** *******. Axis ********* ******** ************ suffered **** ***** ****** caused ** ********** *** occasionally ********* ** ****** objects **** ** ****** doors *******/*******. ********* ********** and ******** **** ******** from ***** ****** ** small *** ***** *******. Uniview **** ******** ****** suffered **** ***** ****** on ***** *******. *******, Vivotek *** ********* ****, but **** ******** ******, with ** ****** *** vehicles, **** ****** *** requirements **** ******.
  • ******* ***********:****' ****** ***** *** VMD4, *****'* ********* ***** Analytics (***), *** ******'* Wisenet * ********* *** performed *********, **** ******** false ***** ******, *** a **** ***** ********* analytics **** *****, *********, and *******.
  • ***** ***********:*****, *********, *** ******* analytics ************ ********* ***** in *** **********, **** increased ***** ***** *****, shorter ********* ******, *** fewer *** ************. ***** analytics *** ****** ** be **** ** *** to *** ******* **** these *************' ****, ** they **** ********** ******* "dumb" ****** ***, *** for ******* *** *** integration **** ***** *******, they *** *** ********* options.

Top ********* ***************

******* ** ********'* **, Bosch ***, *** ***** Analytics+ ** **** ******, there *** ******* *** differences ******* *** *** performers ***** ****** *********, detailed *****.

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  • ***********, ********* ******** *** Dahua:********'* ********* *** *********** "self ********", ********* ***** simply ** **** ****** a **** *** **** a ********* **** ** many/most *********. *********+ **** requires ***** ** ****** the **** *** ****** people ***/** ******* *********. By ********, ***** *** requires **** ******** *****, with ***** ******** ** measure *** ****** ** objects ** *** *****, and ** ****, ******* objects, ******** ********* *** angles ** *** ****** plane, *** ********, ***** length, *** ******** ****** entry (********* ** *** video *****).

  • *** ***********, ********* *****:***** *** ********** **** multiple *****, ********* **** events *** ******** *** metadata. ********'* ********* ********* only **** ******** ******* Center, **** ** ************* with *****, *******, *********, or ******. ***** *********+ with ********* *** ******* Optix' ** *******, *** not ********, *****, ** Genetec.
  • ****, ********* *****:***** ****** *********+ ******* at **** ***** ****** than ******** *** *****, with **** ******* **** models ******* *** ~$*** online, ******** ** $***-*** at * *******.
  • ********* *********/*** ************ *******:** **** *****, ********'* H4 ******* ******* ********* distance ** *****, *** their ** ****** ** not ****** **** **** limitation. *** ***** *** analytics **** ****** ******* PPF ************, **** ~*-** PPF.

******* ** ***** ******, these ********* ******** ******* false ***** ***********, ********* most ****** ****** *** outdoor *******, **** ** blowing *****, ***** *******, rain, *******, ******, ***.

Deep ******** ********* ****** ** *******

** *** *******, *** deep ********/**-***** ********* ********* above ******* ** ****, dominating *** *** *** categories, **** ********'* *** and ***** *** *** only ********* ***** **** not **-***** ** ***** top ********. ** ****** that ** ** ******* availability ********* ** ******** and ********** ********, ** will *** **** ***** continue, **** **** *** cost/"cheap" ** ******** *********** superior ** **** ***-** analytics.

Outdoor ***** ***** *********** **********

**** ********* ****** *** issues **** ******** ***** alert *******, **** ** foliage/brush, ***** *******, *******, and ****, ******** *****, though ******** (**** **/**), Bosch ***, *** *****'* Analytics+ *** *** ****** from ****** ** *** of ***** *******.

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******* *** ********** *** most ****** ***** ** outdoor ***** ******, *** in **** **** ********* were *** ********* ** it. *******, *********'* ********* Analytics *** ******* ********* all ******** **** **** constant ****** **** ******* was ******.

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**** ** *** *** most ****** ****** ** false ****** ** ********* outdoors, ******* ***** ****** in **** (****** ***** and ****), ***** ***, and *****, ******, *********, and ******* ********* *********. Note **** ***** ****** were ****** ****** ** droplets ******** **** *** cameras' *****, *** **** alerted ** ***** ******** itself.

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****, ***** *** ***** animals ************ ********* ****** in **** ****, ***** EVA, ***** *** ******* intrusion *** **** ********, and *** ********* *********, including ********** *** ********.

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**** ****** ***** *** triggered ** ********** ******* on ******* ** *** scene (**** ** ****** car *******), *.*., *** trailer ***** ** *** example *****.

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** ******** ** ***** common *******, *******'* ********* analytics **** *** **** ones ** ***** ** shadows ****** ** ****** passing ********, ***** *****. No ***** ****** *** these ******.

Indoor ***** ***** ***********

** **** *******, **** analytics ** *** ***** alarm ** ****** ****** sources, **** ** ****** being ****** ** *** off, *********** *** ********, and ******* **** ** other *******, **** **** notable **********.

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******'* ******* * ********* were ***** **** ***** issues, ******** **** ****** were ****** ** ** off, **** ** **** scene:

*** ******** **** ****** were ****** **/***, ******* light **** *** ****, below:

Detection *** ************** ******

****, *** *** *** analytics **** **** ** reliably ****** ******** ******* and ********, ******** *****. Additionally, ************** ****** (** those ***** ********** ******* as ******* **. *****) were ****, *** ******* in ****. *******, **** analytics ******** ****** ****, resulting ** ******** ******.

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*** **** ******** ***** missed ******* ******** ** our ***** *** *********'* AcuSense. **** ******** *** and *****, ******* *** out, ********** ** ******* the ******* *** ****** the ***** ** **** or ******.

**** ********* ******** *** unable ** ****** ******** subjects ****** * ******** setting *** *******.

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*******, ***** **** ******* allowed ******** ******** ** be ********, ** **** resulted ** ***** ****** on ******* ** *** scene, ***** ****:

[optimize output image]

** ********* ********, ****** walking ******* *** *****, mostly ** *** ********** and ******* ****** *** camera **** ********** ********** as ********. **** ***** lead ** ********** ****** detections ** ***** ****** to ****** **** ******.

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*******, ** ******* ***** AI ***** ********* (******** H5A, ***** *********+, *** Hikvision ********), ****** ******** in *** ***** ********** triggered ******. ***** ****** were *** ******* ** any ***-** *********, ** the ******* **** ****** not **** ** ******.

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PPF ************/********* *****

*** ****** *** ******** by ********* ****** *** ~5 *** ** **** Perimeter ********, *** *** night. *******, ********* ******** was ***** ** ***** alerts **** ******* ******* such ** ***** *** small *******, ** ****, unlike ******** *** ***** IVA, ***** ******** ~* PPF (****** *** ******** in **** ******, ********* below) *** *** *** suffer **** ***** ******.

*****'* ***/*** **** **** lowest, ** */* ***, followed ** ********'* ***, Axis ****** *****, ********* AcuSense *** **********, *** Vivotek ***, *** ********* 10-12 ***.

********'* ** ********* *********** a *********** **** ** detection ***** ***** * lux, *** ***** ** other *********. *** ******** jumps **** ~* ****** the *** ** *** 5 *** * ** models ** **+, ******* detection ******** ***************. *** 3MP ****** ********* ********** better, *** ***** *********** nearly * **% ******** in ********.

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Avigilon **

******* *** ******* ***** clearly *******, **** ************ human ***** *** *******, Avigilon ******* **** *** able ** ****** *** until ** *** **** nearer *** ****** **** other ******. *** *******, at ~**' *****, *** subject ** ******* *****, but ** ***** ** displayed:

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** ********, ********'* *** cameras ******** ** ~*-** PPF **** *** *** night:

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VMS ***********

*** *********** ****** ******, with **** ********** ******** events, ****** ********** ******** boxes, *** ****** **** supporting *** ***** ***, overviewed ** *** ***** below:

  • ******* **** ******** ******:*******'* **** ******** ****** analytics **** *** ********* in *** ***.
  • ******** ******* ******:********'* ****-******** ********* **** supported **** ** ***** own ******* ****** ***, Genetec ******** ******, *** Milestone.
  • ***** ***/**** ********* ********:***** *** *** **** Perimeter ******** **** *** most ********** ******** ********* tested, **** ******** ***** supported ** ******** *****
  • **** ***** *****/**** *** Hanwha ****** *********:****' ***** ********* *** Hanwha's ******* * ********** events ** *** ***** tested ****** *** ******** Control ****** (*** ** bounding *****).

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Axis **/***** *** *** ***********

****' ********* ******** *** Bosch *** **** *** only ****** ********* ***** integrated ******** ***** ** well ** ****** ** third ***** *****, ****** the ***** *********** ****** slightly. ********* ******** ******** not **** ******** *****, but *****, ** **** as * *****/*** ***** indicator ** *** *** right ** *** *** window, ***** **** ** Milestone:

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** ********, ***** *** displays **** ******** ***** around ******** *******, **** no **** ***********, ***** here ** ******* ******** Center.

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****/************

**** *** ** *** tested ********* **** ******** license/channel *****: **** ***** Suite (~$**/******* *** ***-* series **** ******) *** Axis ********* ******** (~$***/*******). Others *** ******** ** no ********** **** ** a ***** *************' *******.

*******, ****** ***** *** be "** ********** ****", some ************* **** ******* analytics ** ****** ****** models, **** ** ********'* H5/H4 ****** (*** ******* mini **** *** ****) or ******'* ******* * instead * (***** ******** VMD ****). ** ********, Dahua, *********, *** ******* include ********* ********* ** nearly *** ******, **** few **********, **** *** problem ***** **** ***********.

Comments (48)

*** **** '**** ********* Defender' ****** *********** ** the ******** ***** (*******) versus *** ******* **** (Above *******). ****, **** you ** ****** * list ** ****** ******?

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****** *** ******** **** out, * ***** ********* defender ** ** ********* show *** ******* ** the *****. ** *** would **** ** *** the ****** ****** **** are ** *** ********** reports ****** ** *** top.

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** ***, ****** ****** attention * *** *** that **** ** * summary ** *** ******** tests, ** ******* ** including *** *******. **** do *** **** ***** the *** ********** ********* models, ** ********? * see **** **** ********* Global *** ****** **** several **** ********* ****** than **** ** ********* in *** *.*., ********* 4K ******** **** ** this ***:

**-*********-***

***** **** *** "**" in *** ***** **** (which *** **** ******* since ***** *** ******* "G0" ******), * *** no ********** ** ******* it ** *** ***. Hikvision ** ******** ****** false ***** ********* *** the *** ***, *** in **** **** **** have * ******** ******* note *** *** ******** Accusense ****** ******** **** it ******* ***** ******.

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**'** ***** **** **** >2000 ****** ** ** for ************ **** ******** and *** ********* **** happy **** *** ******* of *** ***. *** that ** ** *** available ******* ** ******** to ** *** ******** both ******* (** ********* megapixel ********) ***** **** to **** *****. *** unexpected ******* ** *** test ***, **** *** H5 *** ******* ************* worse **** *** ** during *** ***** (**** external ** ******) ** detecting ****** ** ********* clothings *******, ******* ** crawling ******* *** ******* in ********* ********* (**,**,**,**.** meter).

**** ********** *** ******* with *** ******** ** got *** ********* ********* back:

"**** *** *** *********** and ***'* ***** **** the **** ********* *******, which ** *** ***** perception ** *** ** cameras'confidence ****. For a good reason, this value is critical to find out where the technical boundaries of our system lies. After evaluation of the clips, we quickly became aware that we missed to properly communicate the right background information on how to actually read this value correctly. In first glance, it looks as H5 confidence rates have no improvement to H4, but H5 is actually using a completely different scale. Simply put, a low H5 confidence rate equals to a mediocre H4 value. To put it in clear figures, a 50% H4 confidence rate equals to 10% in H5.

********* *** ******* ***** with **** ***********, ** can *** **** ** gives ** ************* ****** object ********* ******* *** thus, ******* *********, *** less ***** ******."

****** ******* *** **** extensive **** ******, *'* like ** ********** ** someone ** *** ***** the **** *****. *********** I'd **** ** ********** what ** *** ***** of *** ********* ** our ********.

****** * ***.

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** ***** ******, ** looks ** ** ********** rates **** ** *********** to **, *** ** is ******** ***** * completely ********* *****. ****** put, * *** ** confidence **** ****** ** a ******** ** *****. To *** ** ** clear *******, * **% H4 ********** **** ****** to **% ** **.

****** **** **** ** me. **** ** *** "different *****" *******?

**** * ** ****** says **%, ****'* *** reality? ** ** ***** half *** **** ** one *** ** ***?

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** **** **** ** me. **** ** *** "different *****" *******? **** a ** ****** *

**** **** **** **% of ********** ***** ** H4 ** *** **** level ** ********** ** as **% ***** ** H5.

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**'** ********* ******** *** clarity ** ****. *'** post **** **** **** they *** ** ***********.

*** **** ******* *** pretty ********* **** *****. H5 *** *** ****** H4 *** ********* *********. In *** ** *****, subjects ***** **** **** and *****, ******* *******, and *** ** ****** up ** ***.

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Informative: 3
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*** *** *** * feedback **** ******** ** the *****, ***?

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******** *** *******, *** confidence ******* ** *** H4 *** ** ***** directly ********** *** *** only ******** *** ** compare *** *** ** to ******* ***** ********* and ****** **********:

***** "**********" ************ ***** the **** ***** (*** certain ** *** ********** that * ************** ** correct?) *** **** ** and **, **** *** not ******** **********. ** leverages * **** ******** convolutional ****** ******* ***** classifier **** *** ******* with * ****** **** set **** *** ** classifier. ********** ****** *** calibrated **** **** ** the ****** **********, ** maximize ********* ***** ***** keeping ***** ********* ** an ********** **** ***** at *** ******* **********, we ******** *** ***** positive ***** ***** ******* detections ** ** ********** rate. * **** ******** classifier (**) ****** **** correct ********** ****** *** confidence ****** ******** ** a ****** ********** (**). Thus, ******* ** *** difference ** *** ********* range ** *** **********, it ** ********* ** directly ******* ** ** classification ********** **** **** of *** **.

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*** *****. ***** ***.

** ***** ********** **** from ******** ** ****, when **** ***** ** explain *** **** ******** of *** ** ******** to *** **. **** have **** **** ** the ****-***** *** ******'* explain *** *******, ***.

*******, ** * ********** your ***** *****, ** can ******* *** ** and ** ** ******* the ********** ****** ** a ******* **** (***: 30%) *** ***** *** missed ********** *** ****.

** ******* **** ****, the ** ********* ** far ****** **** *** H5. *** **** ** actually ** *******, ******* H4 ** ** ****** available *** ** ****** an ***** *** ** people.

*** ******* **** ** can ** ?

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*** ***** **** *** thought ***** *** ******* the ******* ********* ********* with ******* *******?

*** ********, *** *** testing **** **** *****/**** targets ****** **** ** their ***** *** *****?

Agree: 1
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Funny

****** *** **** **********, we *** ******* **** Uniview *** ******** ****** their ********* ******** **** much (****) ****** *******, might ** ****** ****** for ** ** *** that ***** ** **********...

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*** **** **********, ** are ******* **** ******* and ******** ****** ***** Alphaview ******** **** **** (much) ****** *******, ***** be ****** ****** *** us ** *** **** added ** *

***** ***** **** *** you ****, *** ?

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Funny

* **** * *********-*****-** which ** **** ** alphaview *** *** ****** disappointing. ******* ** *** the **** * ****** now *** ***** *** the ****** * *********** to *******. **** **** me *** *** ***** can *** *** ********* of *** ****** ** not ********* ***.

**** ** *******, *** issues * ** ************ is ******** ** ******* and ****** ************** , poor ** *** ******** autotracking **** ******** *** others

***** ***, * ** looking ** *** ****** locked ** ** * stationary ***** ******* *** the **** ** *** and *** ********* ** home ********.

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** ***** - ** the *** ************ **** the ****** (******* ********) of *** + ** blue ** *** ***** but ****** ** *** key - ** ****'* my **********.

***** ****** *** ******* to *** *** !!!

***** ****** ***** ***.

Agree: 1
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** *** ** **** some ****** *** ******* coverage, *** *** **** false ****** *** ****** unreliable. **** ******* ****’* Mitch **** *** ** just ***** *** ****** to ******** **** ********** results.

Agree
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Informative: 2
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*****,

**** *** **** *** kind ** **** *** "group ** ******"?

*** **** * ***** of *-* ******, **** are ******* ********, ** being ******** ** * vehicle ** * ******?

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**** *********** ******* ** the ***** ** *********. I **** ***** *** "Performance" ****** *** *** "Smart" ****** (**** **** release?), *** *** **** video ********. (** ******* subscription ****.) **** *** the $*** ****** **** but ******* *** **** than $*** **** ******** camera ** ******* **** the "*****" ****** **** on **** *** ***** detection. *** ***** *********** series **** *** ** well *** **** ****** with * "**** *********" option, ***** ** **** not **** ** *** even ** ******* *********** and **** * **** 5 ** * **** in ***** ** *** camera. ********* *** * MP ***** *** **** miss ***** ************, *** then *** * ** smart *** **** ************ trigger ** * ***** with ** ****** ** all **** ** **.

* ***'* ****** *** teardowns ** *** **** so * ***'* **** what ***** *** ****, but ** ***** ** interesting ** **** ** in ***** ***** ********* against *** **** ****** dollar *******. **'* *********** moving ****** ** **** or **** **** *** camera, *** * **** yet ** ** **** to **** ** ****** with * ***** ****** boxing *****. ******** ****** you ***** **** ** get * ****** ** it ****** ** ** your **** *******.

Agree
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Funny

** ****** ******* **** for *** "*******" ** 4 ** ** **** and **** ********* ** $700 ** ****, ** appears **** **'* **** for ** ******* **** of *** ****** ******* X ******. ***** ******** has **** ******* ******* times ***** **** ******** test, *** **** ***** improved ********* *** ***** changes. *** ** ** now, *&* *** *** 5 ** ***-***** *** $475, ***** ******* ** be ****** * ***** focal ******* ** *** XNV-8080R ******** ** **** test.

*****://***.************.***/*/*******/*******-***/**********************************************.****

** ********, ** ******* as ****** **** ** your ******* ********, *** only **** *** ****** performing "*********" **** ** the * ****** *** comparison ******* *** ***** brands. ******* ** ** I'm *****, *** **** your ******** ****** **** report ****** *****:

"***** ******'* ********* ********* and *** ****** ******, with ******** ***** ***** issues **** **** ****** sources, ********* ** ********* with * ***** *-* second ***** ****** **** well ** * ********** / ***********, *********** **** of ***** ***** ******."

***** **** ** *** dome *** * ******* you ***** **** *** loitering, *** **** ** not * ******* *** covered *********. **** ****** only *********** *** **** light ******* ** ***** alert ********. ** $*** for * *** ***** option, ***** ***** ****** may ** ** ********** trade *** **** ** they **** *** ******** with ***** ********.

** ********* *** ******** release *****, ******* *.** added * **** ***** to ********* ** ** to * *******. **** alone ****** ******* * retest, *** ******* *.** claims "******** ****** ********* algorithm ** ******** *** detection **** ** ********** objects".

*** *** *.** ******** was ** *** ***-***** in **** ****** **** of **** *****, *** that **** *** *** look ** *********. (!) I'll ******* ***** ****'* it's **** *** ***** test ** ***** ***** to **** ************ ** ***********. ** course **** ***** **** time, *** ****'* *** things *** **** ** most ** *** ******* testing *****, *** ** will **** ****** ******* and ****** *** **** readers ** **** *** information **** ****.

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** ****** **** ******* firmware ****** ************ ****. Performance ****'* ******. *** only ***** **** ******* was *** ********* ** the *** ******* ******** setting ** ****** ******.

** ******** ** **** test, ** **** **** one ******* ** *** office ******** * *******, and * *** **** you **** ********* ******** every **** *** ****** are ****** ** ** off (****'** ** ** occupancy ******).

******'* ** ****** *** expected ** ** *** we **** ** **** them ** **** ** they're *********.

Agree
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Informative: 2
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Funny

****** *** *** ********. So *** ****'*/***'* *** an *********** ***** * seconds (** *) ** Intrusion? *** ***** **** Loitering **** * * second ***** ** ** your ******, *** ******* off *********, *** * series **** *** **** it ** ***** *******?

*** ******* ** **** initial ****** ******** ** the * ******, ** me, ********* **** **'* not ** ***** **** the **** ******, *** it ** ***** ******* when ***** ********* ****. It **** **** *** that ****** *** ***** to ********* **** ** difference *****.

Agree
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Funny

*****, **** ****** **** accurately ******** *** *********** of *** ******* * analytics, ***** **** ******* even **** *** ***** time ** *********/*********. ** tested *** ***** ******** in *** ****** ** our *** ******** *** they ***** ***** ***** on ******* ******** ** an ********* ** ****** being ****** ** *** off ** * *******.

Agree
Disagree
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Funny

**** **** *** ****** answer ** **** ****** question ** **** ******* 2018 ********* ******* ******* versus ********* **** *** newer ********. ********* ** alerting ** ******* ********/*******? Loitering ****** *** **** as ********* **** ******** to ***** *******? ** yes ** *****, ** it **** ** *** the ******* ****** *** different ******* ** ******** such **** *** *********** was **********?

*** ****** ***** **** the **** ****** *********** what *** **** ******* with:

"***** ********* **** ********* settings (* ****** *****, ~70 ***********), ****** *** outdoor ******* **** ** small *******, *******, *******, and ***** ******* **** effectively **********."

(***'* *** *** ***** quoting ****** ** **** only ** ******** **** for **** ******...)

*** **** ****** ******** video ********* ******* ******** my ********** **** *** X ****** ** ***** average ** ***** ** your ******* ******, ******* based ** ******** ******* integrators *** ***** ** whatever. *** ***** ****** come ** *** ** it's **** ********* ****** are **** *******? *** trying ** ** *********, but *** ******** **** of *********** **** ** not ****** *****.

***** ** ** ******* comment ***** *** **** reply **** **** *****, my ********** *** **** new ******* *** *** done. * ********** *** you **** **** *** testing **** ***** ********, but *** ****** **** that **** ***** ** this ***** ******, ** opposed ** ******* ** the *** *** *** then *********** *** **** that ** *** ******* was **** *** **** reply *****.

Agree
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*** ***** ****** **** in *** ** **'* best ********* ****** *** only *******?

**** *** **** *** done **** ** *** past (*.*., *********** ***** ******** ************* 2018), **'* * ******** of ****** ****** *** out ** **** ******* they ******* ***. *** example, **** ********* **** never **** ************* ****** but **** ** ****** use ****, ** * certain ********** **** **** do **** ***** *********.

*'** ***** *** ******** technical ********** **** ** you, ***** *** ***.

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*** *** **** ** when **** *** **** be *********?

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** **** *** **** reports **** ******'* ** models:

  1. ****** ** ********* ****** Tested, ***** ****** ***** detection, ***** ******, *****, etc.
  2. ****** ** ****** ********* Tested, ***** ****** ****** metadata ******** *** ******

**** ****** ****** ****, resistant ** **** ***** alerts *** **** (******) accurate ********. **** *** occasionally *********** ******* ** vehicles ** ****** *** false ****** **** **** were ********.

** ****** **** ** the ********* ** **** 2020 ******** ******** ********* ******** **** - ***, ********, ****, Bosch, *****, ******, *********, Lilin, ******, *******, *******, Uniview, ******* *** *******.

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***** *** ******* ** Genetec ******** ****** *.* SR6 *** ******* ***** 18 ** *** ******** Deep ******** ******** ****** from *** ** *** Pro ****** **** ******* to *******.

**** ******* *** ***********:

******* - ******* *** Avigilon ******* & *********.*** - ******** **** ****

******** **** ** *** documented ** *** ** the ******* ***** ** apparently ***** ** * have **** * *** tests **** *** ** MultiSensor.

******** ******* ****** *** Appearance ****** *** *** supported. *** **** *** Unusual ****** ***'* ********* - ***** ******* ** may ******* **** ********** analytical ******* **** *** and *** *** ** totally **** *****.

Agree: 1
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*** ** *** **** to ******* *** ****** at **** **** *** only **** ** ****** events ** ******** *****.

Agree
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****** *** *** ***** up ** ****. * noticed ******** **** ***** this ***** ** *** latest ******** ******* ***** for ** ***********:

** *************, ***** ***** VMSes ****** ** **** to **** ******** *****. In ********, * *****'* seen ****** ***** **.

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Funny

**, *********
*'* *** ** *** business. * **** ** Italy. *'* ********** ** a ***** *** **** analytics+. ************* ******* *** United ****** ***** **** not *** *** **** names *** ****** ******* for ***. *********+ **** not *****:

*****://***.*************.***/********/***-********/*******-*********

****** **** *** *********** test *** ***** **** analytics+ *** ** ********* price-performance ***** * ***** have ***** ** **** this *******.
*** *** **** ** find *** ***** ** the ************* *******?
******

Agree
Disagree
Informative
Unhelpful
Funny

** ******, *** ****** for **** ***** *******!

*****'* ** ****** ***** reference *** ************* ** US ******, *************, *** looking ** *****, * believe *** ******* ** tested ** ********** ** one ** *** ***-***************. ***** *** ******* variants, **, ***, ***, and *'* *** ******* sure *** *********** ** each, *** **** *** all ** *** ***-** series *** ****** ******* Analytics+.

Agree
Disagree
Informative
Unhelpful
Funny

** *** *** ******* clarification: *********+ ****** ** a ** ********* ****. In *** **** ** the ***** **** ****** refer ** ** ** "Perimeter **********".

Agree
Disagree
Informative
Unhelpful
Funny

***** *** **** **** Ethan!

******

Agree
Disagree
Informative
Unhelpful
Funny

* **** ********: ** I *** ** *********+ camera ** * **** an *********+ *** ** let **** **** ********?

*** ** *** ******** side, ** * *** an *********+ *** ** I **** *********+ *******?

****** ** *******

Agree
Disagree
Informative
Unhelpful
Funny

*** ****** *** *** can **** **** ************* of *********, *** *** use *** ** *** other *** *********+.

Agree
Disagree
Informative
Unhelpful
Funny

****** ***

Agree
Disagree
Informative
Unhelpful
Funny

*'** ****** ***** *********+ (equivalent ** **), ******* of ******** ***. **'* a **** ******** : trigger ********** **** **** and **** (**** **** line, ******/********, ***). * was ***** ** ******* customer, ** *'** ******* to ******** : * can *** ***** **********.

Agree
Disagree
Informative
Unhelpful
Funny

******:

***** ********* ** ********** Avigilon ***** *********** *** bounding *****.

Agree
Disagree
Informative
Unhelpful
Funny

***, ******* **** *** text *** ******* *** not *** *****.

Agree
Disagree
Informative
Unhelpful
Funny

******, ****** *** ******** that ***, * ******* the ******* ** **** Milestone ******* *** ******** event *********** *** ******** boxes.

Agree
Disagree
Informative
Unhelpful
Funny

**** ** **** ******* on ** ** ***** with ********* ** ****** persons ** ** ****? We *** **** * lot ** ******** ***** we **** ** ****** for * ****** **** a **** ** ***** analytics. ** ** **** some ********** **** ***** IVA *** **** **** to **** *** ******** H5 ******. *** **** about ******* *** ***** web? *** ** ***** assume **** ** **** be * ******* ** the ******** ****** *** that ** **** *** work ****** ***** ******* of *** ** **********? Thanks * ***.

Agree
Disagree
Informative: 1
Unhelpful
Funny

******:

************ **** ******** ******** *** ******** ****** as ***** *******. ***** Uniview *** *** **** people ******* ** ******* and *** ** ***** alerts ** ****** ******* such ** ******* ******* foliage, *******, ****, ** indoor ***** ***** *******, it *** ********** ***** alert ** ***** ******* in *** *****.

Agree
Disagree
Informative: 1
Unhelpful
Funny

***** ******* *** * keep ******** **** ****** think *** ******* ********* by *** "**** ****** COMPANIES *** * *** not *** *** ***** in **** ****** **** we ***** *** ** more **** ** ***** ago.

** **** *** ***** black ***** ** ** Military **** ** ** in **** ***** ** less **** * ****** per ** ******* *** analytics ****** ************. **** did **** ** ***** facilities ** ****** *** DC.

** ***** ** ******* in ******** *** **** and ******* *****, ****, tell ** **** **** cabs ** ****** ****. Colors, *******, ***** *** speeding ** *** *******. Our *********, ***** ** designed ********* **** ** cameras, **** **********, ***** do ******** ********* ** one **** **** ************. Our ***** ** ****** to *** ******* **** live *** ****, *** from * ***.

****** ** ***** **** at ******** *** ******** the ****** *** ******** going ** *** ****, setting ***** *** ***** direction *** *********. ********* detection ** *** ****

** ********* ******* ** Florida, **** * ***** alarms ********* ** ******* electrical ******* ** **, with *** ***** ** debris ******.

********* ********* *** ****** than **** * *** in **** ******.

**** **** ** ******- 90% ********, ****** ** uniform ** *******.

** ** ***, **** of *** ***** ************* is *** ******* **** had ***** ********* *** was *** ******** ** the ********* **** ******** swooped ** **** ****** to *** *** **** analytic *********, * ***** their ***** *** ****** Video *** *** *** leading **** ** *** industry **** **** ***** alarms **** ******** ******. I ****** ***** **** were *** ***** ****** people *** *** ***** analytics *** * ******. Avigilon ****** **** *** their *******, *********. *** one **** *** * see **** **** ** in * ****, **** not **** ***** **. A **** ****** ******** and ***** ****** *****.

********* *** ***** ** you **** ******* ******** the ****** ** ***** happens *** ****** , texts **** ***** **** video.

*** *** ***** ** analytics ** **** *** starting *** **** ** will *** ***** *********. The ********* ***** *** really *** *** **** in ******** ********* ***, but ***** **** **** be.

Agree
Disagree
Informative
Unhelpful
Funny

** *** **** **** a ********** ** *** much *** *********** ** for * ***** ***** in ******** **** *****?

** *** **** ***** alarms *** ******* ***, week ** ***** *** triggered *** *****? *** there **** ********** **** that *********?

Agree
Disagree
Informative
Unhelpful
Funny

** ** ******** ** capture ******* **** * camera *** *** **** footage ******* ******* ******'* out ** *** *** VCAs, *** ** ** not *** ******** ** tasks. ***** *** **** a *** ** ******* tweaks *** ***** ***** software ******** **** **** the ********** **** **** difficult.

** ****** *********** ** is ******** ** **** a ********* ****** ** the **** *** *** third ***** ********* ** the ********* ***** ******/**** Stream *** *** ******* performance ** ** ******** System (*** **** * would ********* ****).

Agree
Disagree
Informative
Unhelpful
Funny

** *** **** ***** alarms *** ******* ***, week ** ***** *** triggered *** *****?

*****, ****** *** **** first *******! **** ********.

** *******, ** ** not ** '*** ******* day' *******. *** ****** is **** **** ********* fail ***** ******* ***** of *********, *.*., ***** animals ** **** ** headlights. **** ** **** clear **** ********** ******* each *********. ***** *** are ** * ****** or * **** ****** or **** **** ** dogs ** ** ****. This **** ****** *** much * *****'* ********* deficiencies **** ***** ********* problems.

*** ****** ***** ** to **** ** *** issues ** ***** **** the ****** *** *** considering *** **** ******** how ****** ***** ****** will ** ** * practical ******* ** ***.

Agree: 1
Disagree
Informative
Unhelpful
Funny

*'** ****** ***** *********+ (equivalent ** **), ******* of ******** ***. **'* a **** ******** : trigger ********** **** **** and **** (**** **** line, ******/********, ***).

*'** ******* ** ******** : * *** *** sleep **********.

Agree
Disagree
Informative
Unhelpful
Funny

** ***'* **** **** experience. ** ****** ****** Bosch *** ******'* *** human ********* *** ***** Dahua *** ** **** AI **** ******** ******** from * ** **** give **** **** ******* and *** *** **** fals **********.

Agree
Disagree
Informative
Unhelpful
Funny
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