Verkada People And Face Analytics Tested

By: Ethan Ace, Rob Kilpatrick, and Sean Patton, Published on Aug 16, 2019

This week, Verkada released "People Analytics", including face analytics that they describe is a "game-changing feature" that "pushes the boundaries of enterprise video security".

To see how these new analytics perform, we tested them with our Verkada D40 Minidome, examining:

  • How well does it detect people?
  • How well does it analyze clothing color?
  • How well does it identify male and female appearance?
  • How well does it detect and analyze faces?
  • What distance/PPF level is required for detection?
  • Does it incorrectly identify vehicles/animals as people?
  • How well does it perform in low-light and IR illuminated conditions?
  • What Verkada cameras support this feature?
  • How are people analytics enabled and configured?

**** ****, *************** "****** *********", ********* face ************* **** ******** ** a "****-******** *******" **** "pushes *** ********** ** enterprise ***** ********".

** *** *** ***** new ********* *******, ** tested **** **** ********** *** ********, *********:

  • *** **** **** ** detect ******?
  • *** **** **** ** analyze ******** *****?
  • *** **** **** ** identify **** *** ****** appearance?
  • *** **** **** ** detect *** ******* *****?
  • **** ********/*** ***** ** required *** *********?
  • **** ** *********** ******** vehicles/animals ** ******?
  • *** **** **** ** perform ** ***-***** *** IR *********** **********?
  • **** ******* ******* ******* this *******?
  • *** *** ****** ********* enabled *** **********?

[***************]

Strengths *******

*** ********* **** *** strengths:

  • ****** ********* ****** ******** in *** ******** ********** tested, ******* ****** ***** alerts ** ************ ******* such ** ***** *******, shadows, *******, ***. ****** detection ****** ** ** ~25' **** **** *** camera ** ~** ***, which ** ************* *******.
  • **** ********* ****** ******** in *** ******** **********, including ********** **** / sharp ****** ** ** ~8-9' **** *** ****** or ~*** - *** PPF, ***** ** ************* limited.

** ******* *** ***** analysis, ***** ********* ****** well ** **** *****, though ******* ********* *** clothing, ***, **** ** on, ************** ***** *** lack ** ***** ********, identified *** ******* ** white ** ****.

Weaknesses *******

*** ********* **** *** most ******* **********:

  • ****** ********* ****** ******: males **** ********** ******* as "******* ******"
  • ****** ****** *** **********, recognizing *** ******* ** multiple ****** ****** *** falsely *********** ******** ******.
  • ******** **** ********* ******* categorized ** ****** ** People ****** *******, **** though *** ****** ********* identifying *** ****** ** a *******.
  • ***** **** ** * single ****** ** * time. *** ****** **** not ******* ******* ****** or ***** ****** ******** cameras.
  • ******* ** ********* / identifying: ***** ** * significant *** ** ********* processing, *-******* *** ****** detection/search *** **-** ******* for **** ***********.
  • ***** **** ***** *********, when ***** ********, *** broken. ******* ******* ***** body ***** ******, ** is *** ********** **********.

No ********** *********

***** ** ** ********** charge ** ******** ** license ****** *********. *** the * ****** **** currently ******* ****, ******* have **** ***** ** enable ****** ******* *** Face ****** *** ******.

*******, *** ******* ***** these ************ (******* ***** or ************) *** ***** that ** ********* ****** a ******* *** ****.

Competitive ***********

**** ************* ******** *******'* competitive ***********. ***** ***** are ********** ******** *** some ************ ******* **** that ****** **, ******* is *** ****** **** accurate ****** *** **** detection *********, ***** ********** into ***** '***', ********* that **** *** ******* offer *** ****** ****** at * ******* *****.

***** *** **** ** tempted ** **** ******** or ******** *** ****, this **** ******* ****** selling ****** ******* '*******' NVRs ** **** ** mid-market ***** **** ***** and ********* **** ****** do *** ***** **** features ** ******* *********** cost *** ********** ** add.

*******, **** ** * good ************* ** *** advantage **** ***** ******* bring. *** ******* ******** immediately *** **** ******* by ****** ******** * button **** ** **** to ******** *** ******** or ********, ******** *******, etc. ********, **** *******, Verkada *** **** ******* analytic ************ ** *** customers *********, ****** ********* fixing ***** **** **** were *** ****** ** QA.

People ********* ***** *** **** ********

*** ********* *-****** ***** reviews *** ***** ***** for ****** ********* *** Face ******:

*** ********* *-****** ***** overview ******** ****** *** Face ****** *********, ********* good *** *** *********** of ****:

Upper **** ***** ****** ******** *******

****** ********* ****** ****** filters *** ******** *****, with ******* *** ***** and ***** ****, ** found **** ***** **** color ****** ********* *******. There *** * ***** options ** ******.

** ********* ****** ****, though, **** **** ******* for ***** *** ****** wearing * ***** ******** were ***** ** ********* black, *** *** ***** of *** ***** **** were *******.

Lower **** ***** ****** ********* ****** / ******* ****

******* ********* ***** *** an ***** **** ***** body ***** ******, *** it *** ***** ****** 24-hours ** **** ********* them. ** ********* ***** that *** ***** **** search *** *** ****** any *******:

*** ** ** ********** accurately, **** ******* ***** limitations ** ***** **** color ******:

Ignores *******, ******** *******, *******

******* ****** ********* *** not ******** ******* ** people, ** ***** ** have ***** ** ***** analytics ***** (*.*.***** *********+ ******):

** **** *** *** find ***** ****** ********* issues (*.*. ****** *****, shadows ** ***** ***** changes) **** **** **** outside ** ** ***** spaces:

Detects *** ********** ****** *******

****** ********* *** ************ accurate ** ********* *** identifying ******, **** **** running ******* *** ***** of ****:

Vehicles ********** ** ******

****** ********* ** **** supported **** * ******* indoor *******, *******, ** found **** ******** **** consistently ******** ** ****** searches. **** **** ***** significant ***** ********* ** the ****** ***** ** view ******** ******* ** doors **** ********** ** a **** ** ******* lot:

** ***** **** *******'* camera-based ****** ********* ********* do *** *********** ******** as ******, **** *** cloud-based ********* **** **** issue.

Males ********** ** ********* ******

****** ********* **** ****** a ****** ******, ***** incorrectly ********** ***** ** Appears ******:

************, **** ****** **** identified ** **** ******* Male *** ******* ****** depending ** *** ***** of ***** *******. ******* said **** **** ******** to ****** *** ***** to ******* ********.

Face ********* / ****** ********** ******

***** ******* ***** ** testing, ** ***** *** issues **** *******'* **** search.

*****, ******** **** ********** added ** *** ******** as ******** ****** ***** instead ** ***** ****** into ***. *** *******, in *** ***** *****, the **** ****** ** shown ** ** ****** subjects (*********** ** ***).

**** **** ***** ********** does *** ****** *** same ***** *******. ***** clips **** ********* ***** are ***** *** ****.

Verkada Displays Same Person As 10 Different Subjects

************, **** ******** **** incorrectly **********. *** *******, clicking ** *** ****** returns ********* ******* *** 5 ********* ******:

**** *** *** ***** with **** ********, *** occurred ******* *****.

Feature ******* ** ******* *** *** **** *******

****** ********* ** ********* by *********************** ****-**** *******, *** Verkada **** ** **** a *********** *********** ** on-camera *** *****-***** ********* to ******* ****** ******* identification *** ********* ** well ** **** ******.

*** ********** ***** ********* on ******** ******* ** atypical *** * ****** or ***** ********* ************, and ** *** *******, Verkada's ********* ********* ***** average ** ** ******* environment.

Search ******* *** ******

****** ********* ****** ** per-camera, ******* ****** *** faces *** ********** ** a ******** ******, *** searching *** * ****** or **** **** **** show ******* **** **** camera. **** ** * significant ******* **********, ******** to******** ********** ******, ***** ******* ******* from **** ******* **** a ****** ******.

Comments (55)

"**** ***** **** * lady" -*********

***** **** ********** ** a **** **** ***

  • ... ***** **** ********** labeled ** "******* ******"
  • ******** **** ********* ******* categorized ** ******...

*** *** **** ******* model# *** ******? ******* :)

* ****** *** *** joking, *** *** * serious ******:

***** ** ** ******* model # ***********, ** asked ******* ** **** have ******* ******* ********* (e.g. ***/*****/***, *****, *****) on ***** *******. * will ****** **** **** we **** ***.

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

****** **** ****** *** by ********** ******** ***** referred ** ** *****?

"**** ** **, ************** given *** **** ** color ********, ********** *** objects ** ***** ** gray."

***** ******** ****** **** been **** *********** **** using ** - *** they ******'** ***** * pop-up ******* ******* *** user *** **** ** idiot ***** *** *** use ** **** ** is **.

**** ** **********, *** users ***** ****-**** ****** rec. *** ***** ** find *** ** ******* later **** ***** ** someone ** *** ********* inside?

* ******* *** **** thing ** *****....

*** **** ******** ** a ******** **** (*.*. using ******** *****) ** using **** ***** *** databases ** ******* ********* via ***** **** ***/** inclusion *** ***** ****.

* ***** **** *** users ******* **** **** value ** ****** ******** rather **** ********* *** it ** **** / less ********* ** ***** searching, ** ** ** a ******* ***** ****.

* ***** ******* ******* eventually ******** ****-**** ** an ****** / ******* feature.

*** *** ** ******** a *** ***?

****** ******* ******* ******** link

*** **** ****, ** can **** ******** *** a ******

****, * **** **** test ******* ** *** way, **** ** **** to ****. *'** **** some ******** ***** *'** tried ** *****/************ ****** them.

**** ****** ******** **** gender ********* ** **** day *** *** ****** so *'** **** **** a **** ** **** one

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

*** ** *** **** out ******* ***'** *** or ******** **** * photograph

*** ** **** **** it *** ** **** a ******* ***** **** a ****-******...

*** ** ****** ********* socially **********? *******’* ** be ******* *** **** as ****** *********?

***** ** ** **’* less ** ** ******* issue, ***** *** ******** of ** ***** **** your *********** ****** **** gender, *** **** ****. Nothing ***** **** ***** non-binary ** ******** *** term ***’** **** *********** with **, *** ***** we *** *** **** more ******* ** *** forms, *** ******* ****** out ** ***** ******* out ** **, ** just ** **** ** is.

***** ** ** **’* less ** ** ******* issue, ***** *** ******** of ** ***** **** your *********** ****** **** gender...

“*********** ****** ****” ********* as ****, **?

“*********** ****** ****” ********* as ****, **?"

* *** **** *****, but *'* ******* ***** the ******* ******* ****. The ******* ********* *********** the "***" **** ***'** interested ** ********* *** far ******* **** **** you're ****** ****** ** get ****/****** ************** *** various *******.

*** *******, **** ***** is ***** **** ********* to ***** ****** ******** activity ** ******* ************, but ******* ****** ** say ******* * ******* is **** ** ****** so *** ****** *** track **** **** ** not **** ***** ** being *** **** *****.

****** **** **** **** valid ****** ***** ***** this **** ** ******** in * ****** ******* in ***** ** ******** product ******** ** * specific ***********, ***** ** also * *** **** with *** ******* ******, at ***** *** ** many ** *** **** thing. ** ***** ****, you *** ****** *** shop ** ****** **** video ************. *** ****** I *****...*** ** ******, they ***** *** ** you ** ***** *** ways.

******* *** ****** ********** don't *** ****

*** ****** ********* ****, it *** * *** of ***** ** ** for ******

********* ** **** ********* Data, **?

**** *********** ** ****** and *********** ******** ** marketing *********** *** ********** controls.

"*** ****** ********* ****,it *** * *** ** ***** in BI for Retail"

* **** **** *** the **** **** *** sales **** ** *** industry... *** * ** still ****** ******* ** the****** ******* ****** *********.

**** ******* *** *** capture **** (**** *******, people ********, ***) **** not **** **** **** data ************* ********** ** actionable **.

****** ************* ** ******* (and *** **** *** a **** ****) ** actual ********** *****. *** can *** * ******* degree ** **** *****.

********* (********** *****, *****-********) do *** ***** *** position ******** ***** ** guessing. *.*. *** ** produced ** ******* **** retail ********* ** ******* already *****.

** ** ** ******** that *** '******** ****' captured ** ******* (**** analytics) ** ******** ** best - *** *** cost ** ***.

*** *** ******** ** the ******* ** *** cost *****, ****** * read ** *****

******** ** *** ******* do *** **** *****

*******, ****** ******* ** not ********* **** ** a ****** ********* ********. Of ******, **** ***** at **** *****, *** for ***, ****** ******* retail ********* *********, **** is * **** *****.

** *** **** *** cameras **** ******* ***** new ******** ********* **** buying *** ********.

***** ****? ****** *** Frame? ***** **** ****** use ******** ** ******* their ******* *** *******, it ******* * ********* block ** * ***** readership. * ******* ****** defining ** ******* ** it's ***** ******** ** any *******. **** *** you ***** * ******* audience *** **** ******* those **** ******** **** current ********.

*** *** / *** Video ************ *****

**** **** ** ** fundamental ** ***** ************ we ** ****** ** to ** ***** ** someone *** ****** *** it ** ****. *** sure, **** ****** **** not *** ******* **** is * ********** **** for ***** ************, ** tend *** ** **** to ** ******* *********** terms. ** **, ** course, **** ********* / training ******** **** *** guide *****.

** ***** * ****, e.g. ******** ** **** (and * ****** ****** what **** ****** ***, but * **** ** when * *** **) terms, **** *** *** your *********** ***** *** expect ** **** ******* so * ** *** have ** **** ******* reference/training ********? * ********* to **** **** ******* it's ** *** ******* edge *** *** ***** interests **; * ** not **** **** **** area *** ** *** day ***. ** ***** be ******* ** **** a ****** **** * can ***** ** **** acronyms *** ******** ** if *** ****** ** not ** ****** ** acronym ** *** ***** usage.

**** **** **: ****** Per **** *** * do *** ****** ******* it, ****** * *** have ***** ***.

***** * ** *** disagree **** **** *******, if *** ***'* **** what *** **, *** does *** *********** ** the ** (******** ****) make *** ***** ** all ** ***?

...** ***** (******** ****)...

***** (************* ******** *** Regressive ********** ;)

**** *** * ******* question - **************** ** ************* ****** fashion.

************* ************ ** ******** before *** *** ****** understand *********... **** *** choose **** ****** **** that *** *** ** particular ***********.

* ******* *** ******* who **** ** ***** the ************ ** *** industry - **** **. Poole ******* ** ** doing...

* ***** ******* **** anyone ** *** ******** enroll ** *** **** (IP ***** ******) ****** Course - ** ** least ***** *** ********* IPVM ************* **** ** used ** **** ******.

** **, ** ***, the **** ************* (*** up ** ****) ******** you *** **** ********.

***** **** ***, *** wonders **** **** *****. Gets ** **** ** make ****** **** **** friendly. *'* ******** **** an ********* ****** *** process *** **** *** add * ****-*** ** common ***** **** *** or *** *** ** immediately ********** ** *********.

****: ** *** ***'* know *** *** ******** don't ********** ******** ***** any ** ****, ****** enroll ** ** **** course.

* **** **** **** is * ***** *** the ********* **** ** video *****, *** ***** with * ****** ****** mere ****** ***** *** an ******** ********** ******* signing ** *** * course.

"*'* ******** **** ** automated ****** *** ******* the **** *** *** a ****-*** ** ****** terms **** *** ** may *** ** *********** recognized ** *********."

**********, * ****** **** links ** '******' ***** within ********** - ** I ********* *** ** mouse ** ****** **** I ** ******* *** these ***** **** ** hijack ** **** ******* with ***** ** ****** I ***'* ****.

*******, ***** * **** pinned ** *** *** that ***** *** ***** and ****-** ***********/******** ******** used?

"***** **** * ****** effort **** ****** ***** get ** ******** ********** without ******* ** *** a ******."

*****. **** ** *** I ********* ** *********** - ***** *** ********* documentation ** **** ***** covers *** ******** ** the ******* **** ** their *******.

*/* ******* ***** ***** some ******* **** *** best *** ** ****** this **** ** *****.

** * **** ****, some ***** *** **** to ****** ******** ** metric ********** ** ** option ** ** ** spare ******* ** **** advanced ************* **** *** unbearable ***** ** ******** exposure ** ***** ****** medieval *****.

*'* * ****** ********* at *** **** **** performed ** *** ****. I *** **** * few ** ***** ******* for ******* *** ****** ago *** ******* **** there ***** ******* *** below ******** *********. ***** inability ** ***** ** scene *******, **** ******* a *** ****, *********** disqualified ***** ******* ** many ** *** ******* we *******. ************, ******** was ** ***** ****** the *****.

**** ***** *** ****, when * ***** ** their ** ********* * thought ***** ***** ******* would **** **** **** the ********* ***********.

*** **** ********* *** articles ** *** ***** quality ******* *********? ***** I've ************* *** ********** work. * ****** ******* it *** * *** of ****** ** ****** or *** *** ***** quality.

** *** ***** ** ***** ***** quality (****)*** **** ** ***** agrees **** ***. **** were ******* ****** *** day, ***** *** ********* at *****, *** *** trails ** *** ******.

**** *********, ***** ******* impact ** **** *** is *********** ***** ** come **** ** ******* enough ********** ** ********* at **** **** ******** and ********. ** *** of ***** *** * problem, *** **** **** appear ****** *** *********** will ******.

****, ** ** *****, in *** ***** *******'* facial************ ********, *** ** short ******, **** *-*' from *** ******, ***** was ~*** ***, ***** is ****** ****. **** is *** ** *** that *********** ***** ** that *****, ** *** camera ********** *** *** catalog ***** ****, *** we *****'* ********** **** specifically.

****** *** *** **************. May * *** *** they ********* ** **** environments? **’* ** ************* that **** ***** *** cause * ******** ** PPF **** **-**%.

* ***** *’* ***** to *** **** **** product ** ** **********, I **** ****** **** in ** ********’* *******. In ** **** ** aren’t ***** *******. ** they *** ***** ****.

*****,

* ***'* ********** **** original *******:

"* ***** *’* ***** to *** **** **** product ** ** **********"

***** * **** **** pound **** ******** *** it's ********, *** ****** even ******* ** ** customer ***** ** '*******' against * * ************ playing ******* *** *********** channel?

*** *** ****** ***** your ***** **** ******** without ******* **** **** showing ** ** *****... unless ***** *** *** just**************** **** ***** **** ?

*****, * ******* *********** for **********. * ***’* expect *** ** ***** with ** *** ** any ***** **** ** the *******, ******** ** is **** *** **.

** **** ** ** all “****” ************* *** we’ve ******* ** ****** our ********* **** ***** and ****** **** ******* product ** **. ** turn- * ***’* ********** this **** ** **** comment, ** ******* ***** day *** *** *** to ****** ******** *********.

*** *****,

**, *** ******* ** a ** ********** - it **** ****'* **, but * **** ******* to ***** ** ** your ************. ****** ****** my *********** *******.

* ***** **** *** should **** ** *** any *********** ********* ***********.

*** ****** ** ***** a ******* ************* ** where ********* ********* ***** judgements ****** ** *** food ***** ** ******** (imo) ** ******** ********* wasted ******* **** ******* up ** *** '*****' hosted ** ********.

***** ** ***?

* *****? * **** don’t *** *** *** local ***** *** ******** in **** ******* ** a ******** ***** *** curtain *** ****** ****. I’m ********* *** ********* in **** ******** ****’* relative ** ** ********. No, ** *** ** going ** **** *** the ****** * ****** camera ***** **, *****? If *** **** ****** I *** *** ***** that *** ******** ** a ***** ****, ****** buying **** ** *** or ***- *’* ***.

* ** *** ****** to ** *************... ******* that ** ***.

* ***** *** **** to ** ******** ******* that *** ***** ** your *** *****:

"* ***** *’* ***** to *** **** **** product ** ** **********"

* ***** ** *** understand *** *** *** happy ***** *** *** moves ****** *** ******* - **** **'* ***** that *** *** ** industry ************ **** *********** the ******** ** **** channel.

*****,

* ********** **** **** a **** ***** **** of *********** ************ **********. Neither *** ***** ****** I ***** ** *** her ******* ********** ***** concepts **** ** *** or **** ***.

***** ******* ***** ***** relies ** ***** ******* to ***** ******* *** image *******. * ******* it *** *** ********, however **** *** ******* of ***** ****, ***** old ******** **** **** you *** * *** doing ** *** ***** way.

**** ******* ****, ** friend!!

*’** **** *** * call ***** ** *** week ** *****-**.

****

****, **** ***’* *** is ******* **** ** NI ****** *** *** Cisco *****. *’** ***** with **** *** ** years *** **** * could **** *** ***** they **. * ******’* be ********* ** * knew *** *** **********, he ******* ** ** one ** ********** ***** regional ***... ***

*** ******** ** ***** specialized ****** *** **** demand ********* ** **** us. **** * **** it ** *** *** connect ****** ******* **** 80% ** **** ** the ******** ********* ** out *****? *****. ***** out *** *** *** and ***** ***’* *** can *** ******. *** we ***’* ******* ** for ****. *** ****** else *** **** ***** DCJS ** ******* ********* to ******* ** ** a ****. ****’** ** it ** ***** ***.

*** *** *** * new ****** ** *** household, **** **** *** talk ** *** ****!

* ******** ** **** cameras, *** ** **** of *** ****** **** offer. ****'** **** ******* in ** **** *********** for ***** * ****, and *'* ****** ********* with **** ** ***.

* *** **** ****** w/ ***** ****** ** first, *** **** * worked **** ***** **** support ** **** * firmware ****** ** ******** itself ***** ****.

************ *** ************ ****, and ***** *** ********* just ********** ** ** PoE *** ******* ** do *** *****. * don't ********** ***** ********* like **** ** *** of ** **** * sites ***** **** **** to **** ** *********** over *** ******** ** Verkada, *** *'* ********* considering ***** ***** ** lower **** ********** **** aren't ********** ******** **************. I'm ******** ************** *****, customer *******, *** ******** else *** ****** ********* would ** *******.

* *** **** **** benefit ******** *** ** shows ** *********** ***** plummeting ** * ********* around ***-*** ** ***** as ************ *** *** existing ** **** ** admin *****. ** **** NVRs, ** **** *********, and ** **** ******** stressing ***** ******* ** not *** ******** * need ** ****** *** been *********** ***** *** department ****** *** ****** to *** ** ** we **** **** ******* incident ** * ****** site ** *****. *** days ** ******* ******** video, ******* *** **** of ** *** ******* taking *** ***** **** down ** * *** win.

** *** ****, *'* impressed, *** ****'* *** easy ** ** **** it ***** ** **** sort ** *****.

** **** ******* **** that *** *** ****** dies *** *** **** to *** ** **** you **** *** *** need ***** **** **** camera **** * ***** ago?

** *******, ** **** case, **'* ******** **** the *****, ******* ** any ***** ****** **** onboard ******* **** ***'* removable. ** *** ****** isn't ********** **** *** I *** ***** *********** with **, * ******* I ***** ******* *** of *** ***** ** the ******* ***** ** it's **********.

** * ** ***** like *** ** ***** for **********, * ***** likely ***** ******* ** of **** ***** ** keep ** **** *** quick *********** ***** *** broken *** ** ******* repaired/replaced. **** ** ***** is *** ** *** other ******* * ******'* use ** ** *** Tier * *****. ** go ******* * *** of ****** ** **** 1's ** ***** **********. As **** ** *'* informed ** *** ******** in ****, * **** a *** ****** * could **** ** ****. In ***** *********, ** keep **** ***** ******* the ******, ** **** at ***** ** **** on *** ***, *** we **** **** **** available ** ******** ******* using *** ******** ********* device ***** *** ***** in ********** ** ****.

*** *******, *** ** you **** *** *** cameras ** *** ***? We ***** * *** of **** ** *** utility ***** *** **** never **** *** ****** that ******* *** ***** network ** *** ******** routed *** ** *** internet. ** *** **** have ******** ******** ******** at **** ****?

** *****, ** **** separate ******** *** *** business, *****, *** ********. Tier * ********** **** their *** ******* ** well. **** **** **** though, *****’* ** ****** of ** ******* ******** that ***** ** *** internet ******** **** * tier *...

***** ******* *** ******* cameras *** *** ******* weeks, **'** ******* *** section ** ***** **** search ************ *****:

*****, ******** **** ********** added ** *** ******** as ******** ****** ***** instead ** ***** ****** into ***. *** *******, in *** ***** *****, the **** ****** ** shown ** ** ****** subjects (*********** ** ***).

**** **** ***** ********** does *** ****** *** same ***** *******. ***** clips **** ********* ***** are ***** *** ****.

Verkada Displays Same Person As 10 Different Subjects

************, **** ******** **** incorrectly **********. *** *******, clicking ** *** ****** returns ********* ******* *** 5 ********* ******. **** one ****** *** ********** as ****** ******** ** our ******.

"**** *** ****** *** recognized ** ****** ******** in *** ******."

****** *** ***** **** beards

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UK Stands Behind Hikvision But Controversy Continues on Feb 18, 2020
Hikvision is exhibiting at a UK government conference for law enforcement, provoking controversy from the press, politicians, and activists due to...
IronYun AI Analytics Tested on Feb 17, 2020
Taiwan startup IronYun has raised tens of millions for its "mission to be the leading Artificial Intelligence, big data video software as a service...