SAFR Facial Recognition Inside Axis Camera Tested

By Rob Kilpatrick, Published May 10, 2021, 10:35am EDT (Research)

************' **** ******* *** ******** ************ **** ***** ********* ** ******* for ****.*** *** **** ***** **** *** compare ** **********-******* *********** ***********************?

IPVM Image

** ****** **** ****** ******' **** ******** ***** ** ***, *** ** **** **-**** ******, we *******:

  • *** **** ** ******* ** ****-***** surveillance *********?
  • **** ** ******* ******** * ****** as * ********* ******?
  • **** ** **** ***** ******* ******* the *****?
  • *** ** ***** ********* *** ***** of ****** ******* **********, ****, *******?
  • *** **** ** ******* ** ***** in *** ***** (~* ***) ** dark/IR (~*.** ***)?
  • **** ** ****** ******** ***** **** human *****?
  • ** *** **** ********* **** ** navigate?

*******

** **** * **** ** **** testing, **** **** *********** *** ******** in *******/**** ***** (~***+ ***) ******, including ***** ********** ****** (** ** 90°) *** *********** ******** (**-**°), **** no ***** ********* ** ****** *********** of ********** ********.

*******, ** *** ***** *** ****/** scenarios ******** ******** *************, ********** **** the ******* *** ** **** ****** angles ******* *** *******. ************, **********, hats, *** ***** ******* ********** ****** the ***** ** ********* *** *******. Wearing ******** ** ***** ***** ************ resulted ** ****** ************, ******* ********** users ** "*********."

**** ******** ~***-*** *** *** ***********, significantly ****** **** ********* **** ** Anyvision ** ********, ***** ******** **-***. With *** ***** **** ******, **** worked *** ** * ******* *** width ** ** ** ** **** / ~* ******.

************, ****'* **** ********* ** ********** and ************ ******* ********* ******* ** faces, **** ** ********** ** ******, resulting ** ******** "****" ******* ** its ***** ****, ****** ** **** not ******* ** ********* ***** *******.

*********** ********* **** ** ****** ** age **** **********, **** **** ******** shown ** ****** *** **** *****, heavily ******** ** *********, *** ******** ages ********** *-** ***** ****** **** subjects' ****** ***. ********** ********* **** identified ****** **** * ******* **** or ******* **********, ****** ****** **** a ******* ********** **** *** ******** of ****** **********.

*******, **** ****** ************* ***** ******** without **** **** *** ********* ****** (e.g., "**********.********-*********: *.*") ******* ** *** graphical ********* **** *** ****'* ******-***** settings, ****** ** ********* ** ****** settings ******* ********** ** ********** **** SAFR.

Relatively ***** ****** ****

** *** *****, *** **** ****** camera ******** ***-*** ****** ******** **** the ****** ** **+ **** ** testing, ********* * **** ********* ** the ******, **+ ********* ** ***** facilities **** *** *******, *** ***+ visitors ** ****** **********. *** ***** subjects **** ***** ** ****'* *********, along **** ***** ********* ** **** 100 ****** ****** ** **** ********.

*******, ***** ********** *** ********** ***** compared ** **** ************ **** ** likely ** ** ***********, **** ** schools **** ******* ******* ********, **** staff *** *******. ******* ** ****** populations *** ****, **** ***** *********** issues *********** **********.

Cloud ********** ** **-******* ****** ********

**** ****** ** *** * ****-********* camera ***********. *******, ** ******** **** capture *** ******* ********** ***** ** then *********** ** * **** ******, either **-******* ** ** *** ***** for ***********. ******* ** ****, ** an **-******* ****** ** *** *******, the ****** **** ** ********* ** the ******** ** ** *********, *** recognition, **** ** *********.

Pricing *** ************

**** ** ******** *** ****** ******, with ******* ********* *** **-**** *** cloud ********* ******* *** ********* ** either ************ ** ***-**** ********.

  • **-**** ******** *** ** ********* ** a ************ ($** ***/***** *** ****** MSRP) ** * ********* ******* ($*,***/******).
  • ***** ********* ******* *** ********* ** subscription ****, ****** ** **** $*,*** USD *** ****** ($***/***** *** ******).

**** ****** ** ********** **** **** cameras, ********* * **** ******** ********** Unit, ********* ******* ** ******** ** ***, *****-** ** ***, ********-***.

Compared ** *********/********

** ***** ** ****** *********** ********, SAFR ************/***************** ********* ** *** *****, **** very *** ** ** ***** ************ (one ******* ******** *** *******). ********* was ********** **** ******** **** ******** wore *******, *****, ** ***** ***********, though ******** ********* ****** ** *** and *** ***** ******.

*******, **** **** **** **** *** include *** ***** ******** ** ******* object ******* ** ********, **** ** clothing, *****, *********, ***, ***** **** BriefCam **** ********* ****** *** ******** search.

Few ******** ** **** *** / ******** ****** *********** ********

******** *** **** ****** *** **** on *** **** ******, * ******** application ** ******** *** *************, ********* management, *** **********.

IPVM Image

** *** **** ****** *** ******, the **** ******* *** ** ******* overlays (******** *****) *** ********** ** recognized ******** ** ***.

IPVM Image

Configuration **********

** ***** ** ****** *********** ******** for *** **** ****** ***, ***** must ******** ******* ******* ****** ** vaguely-named ********, *.*., **********.********-*********, **********.******-******, ***.

IPVM Image

***** ******** *** ********** **** * more ******* *** **** ***** ****'* server-based ********* *** ******** ******* ** the **** ***. *** *******, *** same ******* ***** ***** ** ******* labeled **** * ****** ****** *** adjustment ** ****** ********:

IPVM Image

***** **** *** ** ****** ** use, *********** ** ***** ***** *** inexperienced ***** *** ****** ********* ***** alerts.

Simple ***** **** ******

****** ****** ** *** ***** **** is ****** ** *** **** ******* app, ** **** ******** *** **** to *** * **** *** *** people *** *** *** **** *** also **** *** ***** ** *****+******** face ********.

**** **** ***** **** ***** *** person's **** ********, ** **** **** not *** *** **** **** ** the ******'* ****.

**** ******** * ********* ***** ******* process **** **** ****** *** **** of * **** ********* *****, ***** below.

IPVM Image

** ********, **** ****** **** *** not ***** ********** ** * ****** to ** *****, ******* * ******* if *** **** ***** ** *** the **** ****** *****.

IPVM Image

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

** * **** ** *******, **** produced ** ***** ********* ** ***, night, *** ** ****** ***** * library ** **** *** ****** *** 100-200 ****** ******* ******* *** ***** when ***** **** ******* ********.

IPVM Image

*******, **** ******** ******* ******** ** improve ***** ****** ********* *** ********** of ***** ********, ********* *****.

Solid **** ***** ***********

** * **** ***** ******** (~*****) SAFR *** ***** ***********, ********* *** recognizing ****** ******* ******** ** *** camera ** ** * **° ***** even ** ****** ******** ******* ** ~10' **** ***** ******** ** ~**°.

IPVM Image

No ***** ********** ** **°

****** ******* **** *** ****** ** 90° **** *** **********, **** ** lower ******** ******* ** ~*' *** downtilt ** ~**°.

IPVM Image

Reduced *********** ** *** *****/****

*********** *********** *** ******* ** *** light (~***), ****** **** **** ********** at ***** ******** ******* ** ~*' with ~**° ** ********, **** *********** straight ** *** ******. **** ** these ******** ******* ****** **** ********* still ********** "********".

IPVM Image

************ ** * **** ******* (~*.****) with ** *********** *** ******* ** low *****, **** ******** *********** ** lower ******** ******* ** ~*' **** ~19° ** ******** *** *********** ******** at *** ******. ************ **** ***** not **********, ********* ********* * ****** in *** ****** **** ** * stranger.

IPVM Image

**** ********* ********* *** ********* ********* allowance ******* ** .** ** ***** for ***** ********** *******. **** ******** recognition ** ******* ****** ** *** light, *** ********** *** ****** ********** false *********.

IPVM Image

**** **** **** ******** ** *** light/IR ***********:

**** *** *** ******** ** ** specific ***** *** ********. *** ******** benchmarks *********** * *********** ****** ** consistency / ********* ** ***** ******.

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

**** ****** **** *** ******* ******** detection. ** *** *******, ******* **** the ****** **** * ******** ** a *******'* ********* *****, *** *******'* photo **** **** * ******'* **** was ********** ** *** *******.

IPVM Image

Reduced *********** **** *******/****

*********** *********** *** ******* **** ****** wore *******, **** *********** **** ** shallow ******. **** ** ******* ******, subjects **** ************ *** **********, ***** as ********* ** ****.

IPVM Image

**** ********* ******** *** ********* ********* allowance * .**, ***** ********* ******** recognitions *** *** *** ********* ******** occasionally ***** **** ** *********.

IPVM Image

******* ** *******, ****** ******* **** were **** ********** ** ******* ****** and ***** ********* ********** ** * stranger.

IPVM Image

*******, **** ******* **** * *** and **********, ******** **** *** **********.

IPVM Image

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

** ** *** **** **** *** FR *********, *** ******* *** ********** of *** **** **** ** ******* / ********, *** **** ****** ** is **** ******** *********** ********* ****** are ****** / ******* **** **** and ***** *********** *** ******** *****. This ******** ******* ** ***** ***** scores. *** ********** *** ********* *********.

**** **** ** ********* *** ** matching **** ********** ********* ******* *** available *** ********. **** **** ******* AND ***** *** ****, >**% ** high-value ********* **** ** ***********.

Masks ****** ********

*********** ******** *** **** ******* **** subjects **** ***** ** *** *****, only ******** ************ ** ******* ****** and ***** ********* ********* * ****** person ** * ********.

IPVM Image

**** ******** ** **** * ***** version **** ** ********* **** ***** will ******* ****** ******* ***********. **** will **** **** **** ** ** available.

Age/Gender/Expression ***********

****'* *** ********* ********* ********* ********' ages ** ~*-** ***** ****** **** actual, **** *** ************ ** *** subject's *** ** *****. **** *** not ****** *** **** ** ****** as ***** ** *** "*****" ***** (<18 ***** ***) ** **** *****, unlike **** ********* ** **** ****** (e.g.,******** ********** ******).

IPVM Image

****** ********* **** ******** ******** ** hair ******, **** ******-****** ******** ******** as ****** ************. **** ** ******* to***** ****** ********* ** **** ******.

IPVM Image

****'* ********* ********* ** *** ******* a **** ***** ** ********, *** instead, ******* "*******" ** * *-***% confidence *****. ** *** *******, **** subjects *** * ******* **********, *** smiling *** ********** ********.

IPVM Image

Aggressive **** ********* ******* **** ** ****/***** *******

**** ********** ******** ********* ******* *** the ***** ** ********' ***** ** faces ** *** *******.

*** *******, *** ***** ********** ***** were ******** ** * **** ******* times:

IPVM Image

** **** *** ****** *** ******* lettering ***** ****:

IPVM Image

**** **** ***** ******* **** ****** shown ** "**************" *** ***** ********** as * ******, **** * ********.

*******, *** ***** ** ********' ***** were ********* ***** ** "********" ****** our *****:

IPVM Image

****** ** **** ***** **** **** simply ***** ** **************, ** ****.

IPVM Image

***** ***** ****, **** **** **** these ******* *** ************ ***** ** give ***** ****** ******* **** ********** by *** ******, ***** *** ** useful **** ** ************* ********** (******* to*********'* ********) *** **** "**************" ******* *** be ****** ****** **** *** ***** list.

**** ******** ***** **** * ******* ability ** **** *** **** ******* through *** ****** **** **** ***** “face ***********” *********. **** ********* ****** a ***** ** ******* **** *** or *** *** ** * ****, process **** *** *********** / ********* matching, *** **** * ******** ***** is *** ********** ***** ***** ***** Threshold **** ****** ******* ** *** image ******* **** ********** *** **** has ******** **** ********* ** ** it **** *********** * ****.

****, **** *** ***** *******, ****** you * **** **** **** ******* with ******* ************ **** ***** ********* provide. ** “**************” ****** *** * concern, ** *** ** **** ***** applications ** *** ****** **** *** fact **** **** *****. ** ***********, select “******”, *** **** ******** “******* Unrecognizable ****** **** ******”. ***** ****** will ** **** ** ******** ** the ***** ******* *** *** ******** operating ****.

~150-160 *** ****** *** ***********

*** ****** *********** ~***-*** *** *** needed, ************* ****** **** ***** ********* such ** ********* (~**-** ***) ** Hikvisions ****-**** ****** (~**-*** ***).

IPVM Image

Versions ****

*** ********* ******** **** **** ****** testing.

  • **** ******:*.*-**
  • **** ***** ** ***:**.*.*

Comments (13)

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

IPVM Image

Agree
Disagree
Informative
Unhelpful
Funny: 7

* ***'* **********. ** *** ***** of **** ******* *** ***** **** Facial *********** ****** ****, *** *** recognition ** **** ** ****** ** on ****. ** ****** **** ********* is *********. ** ** ***** **** I've **********?

Agree
Disagree
Informative
Unhelpful
Funny

*** ****** **** ** *** **** Axis *** ** "**** ******", **** *** *****. *** ****** performs ********* *** ******* **********, **** the ****** ******** *** ********. **** is *** ******* **** **** *** marketing:

IPVM Image

*** *** *** *******, ** ** not ****-*********.

Agree
Disagree
Informative: 4
Unhelpful
Funny

***** ***,

***** - ****** *** ****** * point ** ************* ***** **** ******. I'll *** ** **** * *** more ** **** ********* ******** *** covered ** *** **** ******* **** help ******* ******* *** **** ******.

*********** ************ #* – **** **** Inside ******* ** *** ***** ********** of ** ******* ******* **** ****, just *** ***** ********** *** **** detection ** ******* ** *** ******. We **** *** **** ********** ******** though *** ************ *** ******* ************ its ****** **** ******** ******* ******** on * ******* ******. ******* **** these ************ *** ******** ** *** the ****** **** ****.

**** ** ***** ****? ***** *** to ** ********.

** **** ********** ***** ******* ********* inside ********** *******, **** ********* *** able ** **** ******* ********* *** of ********* **** ******* *** **** the ******* ******* ****** **** **** day, ******* **** ** * *********, our *******, ********* ** **** ** IP ************ ******. ** ********** ******* with **** **** ******* ******** ****** them ** ****** ***** ********** **** data *******, ******* ****** ** **** and ******* *** *************.

**** ****** **.* ******** *** ***** two ***** ** *** **** *********** process (*** **** ******** ********* *****) directly ** *******. ***********, ****************, *** Alerting ***** **** ** ********* ** the ****** ** ******* **** ********** compute ************ *** ********. * ****** many ****** ************* **** **** ******* devices ******* *** ****** ***** **** year ***** ** **** ** *** coming *** ** ********* ************* *****.

IPVM Image

*** **** ***** ** *** *** P3255-LVE ******* ******** ************ ********* *** AI ************, ******** ******* **** ******** capabilities ** ******* ************ **** *** inside *** ****** *** ******** *** need *** ********* ****** *******. ******, by ********* * ****** **** ******** SAFR ******, *** ********* **** ******* $500 *** $*** ** ******* ***** they ********* ***** **** ** ***** on ******* ** *** ***** ********** and **** ********* ***** **** ***** performed ** * ****** ** * datacenter. *** ******* ** **** ******* when *** ******** *** ******* ***** of **** ****** **** *****, ****** maintenance *** ******* *********, ***.

** **** ****** * ******* *** its ***? **. **** ****** ** component ** *** ******* **** ********. It ******** **** ********’* **** *** opportunity ** *********** ********** ***** ******** operations ****** *** ******** **** **** meets ***** ******** ******** *****. ** such, ***** ** ** ********** ********* costs ********** **** ***** **** ****** **’* *** **** ** *** base **** *******. ****, *** ** in *** ****** ** **** ******** to ********** *****, ****** *** *************** tasks - ************ **** *** ****** and *** ******* **** ******* (** prem ** *****) *** ************* **** and *****. ******** ****** ***** **** to ****** ***** ******* *** * central ******** ****** **** ********** ** each ****** ************* - ***** ** significant ** ** *** ****** ** "by ******".

********* *** ****** **** ** **** options ** *******, *****, ***** *** now **** **** ********* *** ********** the ***** *** ***** ** *** face *********** ******** – ********* ***** in *** ***** ****** *** ********** the ********* **** ***** *** ********** processing (************, **** *****, ****** ********, face ***********, ***.). ********** ***** *** processed ** *** **** ******* ******, either ** ******* ** ** ****’* hosted ***** *******.

******** * ***** ******** **** **** local *******… **** **** ****** ******* on * ********* ******, * ******** with ************** ********* ********** *** ****** face *********** ****** *** ** ***** locations ******* ****** ** *** *** new ********. **** **** ****** ******* on ** **** ****** **** *** have * ********* ******* *** ********* service ********** ******** ************** ********* ********** - ******* ****** *** ********** ** prem ********. ***** *** ******** ** each ********, *** **** ********* *********. Customers ****** *** ***** ******** ********** and ************** ** *** ******* **** server, ***** ************ *** ***** ********** activities, ******* **** ** ** * dedicated ******, ** **** ******.

*** * ***** ******, ****** *******, or ************* *******, ******** *** ******** engagement ************* **** ****** *** ****-******* events **** ** ***** *********. ********* additional, *****-******** ******* **** **** ****** has ** ********** ****** ************ ** their **** ****** – **** *** easily *** ********* ******* ******** ****** and **** *** ****** ********* ** premise **** * ***** ********** ** the **** ********.

**** ********** ********? **** **** **** on *** **** ******** *******, ** send **** ****** ** ** ** ehess@realnetworks.com.

Agree
Disagree
Informative: 4
Unhelpful
Funny

**** ***** ** ***** ** ***, pay $**** *** ** ** ******* Axis *******-**** ***** $**** ** * SAFR ********* ******* *** **** **** cloud ************ ** * ***** ** for *******.🤦

Agree: 2
Disagree
Informative
Unhelpful
Funny

***** *********** #*,

***** ******** - * ******'* *** for **** ******. ******* ***** ** some ********* ** ******* * *** clear **.

**** ******** *** **-**** *********** *** be ********* ** ********* ** ** an ****** ************.

** * ******** ***** ***** ******** to ** ****** ** *** *****, then **** **** ** ****** ************ option ********* ** ****.

** **** ******** ****** ** ****** for **** ** ****** *** ***** Hosted *******.

****'* ******* ** ****, ** **** SAFR ****** ***** **** **** *** SAFR ***** ****** ******** *** *** SAFR **-**** ********** ****** - *** it's * ****** ** ********* **** either. ****** ******* **** ****** ***** the **** ******'* *** *********, ** use *** **** ****** ******* ** install **** ****** ** ******** ******* simultaneously.

**** *********, *** **** **** ******, and **** *** **** ****** *********** under *** **** *** ** *** Axis *** *********. ****** **** ********. SAFR ***** ****** ******** **** **** to ***** ***** ***** ******* ** and ********. **** ****** ************* ******** to *** ***** *******, ********* *** camera, *** ******* ******* ********** ************** to *** ******.

**** **-**** ********* **** ****** ****** from *** **** ******** ***. **** you ****** *** ** ******* *** the **** ******* *** * ***** SAFR **** ******* *** ********.

*** **** ******, **** **-**** *** cloud ******, ****** ******** ** ****** of *** ******* - *** ******* keys ** ******* ********** *** **** to ******** ******* ****** *** ******** of **** ****** **** *** **** Server.

******** * ***** *** *** ******* at **** **** ***** ***** *******, but ***** *** ******* ** *******, what * *** ** **** *** the *** ********* ********* ******* *** as *******: **** ***** ** *** (box ******) $***, *** ***** *** (dome ******) $***. ** *** ******* an ******* ********* *** *** ***** then ***** ** ** ********** ****** there.

****** *** *** ****!

Agree
Disagree
Informative: 1
Unhelpful
Funny

** * ********** ***********? **** ** what * **** ** **** **** up **** ****** ******* **** ** last ****. ******** ********* **** ** my ******** ****** ** **. ******* we *** * ******, * ** considering **** *** ****. *******, ***** now * ** ******** **** ** analytics.

Agree: 1
Disagree
Informative
Unhelpful
Funny

******,

***** ** **** **** *** **** been *********** ****. **** ******** ******** Access ******* ** * ****** ** schools. ******* **** ** ********* ******** as * ******-****** ********, ** ** much **** ********* ** ******* **** issuing ***********, *** *****, ** ***** means ** ************** ** *** ******.

**** ** ****** ******** *** *********** faces ****** * ***** ******** ** use *****. **'* ******** ** ******* access ******* (******** *** *******), ********* / ************ **********, *** ** ** identity ********.

*'* **** **** ** **** *** are ******** **** *** **** ******* of "*********". **** *** ******* ******* on ** *** **** ****** ** I'll ****** * ****** ******* ****.

****'* **** ********* ** * *****-**** process. *** ******* **** ********* ****** in *** ***** *********** ******* (*****) component. *** ******* ******* ***** ** the ***** ****** *** ***** *** extracted **** ** *** **** ******. VIRGO ********* ** ***** *** **** the ****** **** ** ** ******* and ** ******* ***** ** *** face **** ** **** ** *** SAFR ****** **** * ****** ******* face ***** ******* *********. ** ******, this ** *** ************ ** *** Administrator. *** ***** ********* *** ** deployed ** *******, ***** *** **** MacOS, *** *** ******* **... **** ACAP ******* *******!

**** ****** **.* ** ******** *** embeded ******* ** ***** ***** *** same **** ********* *** ************* ********** that ***** ** **** ** *** instance ** *****. *** ** **** is ******* ********* ****** ****** ************** of ***** ******* ****** - ********** managed ** *** *****.

** *** ******* **** ******, * deeper ******* ********** ** *** **** is *********. *** ********* ******** ** this **** *******: ** ** ***** a ****, ** ***** ********** ******* biometric **** ********* ** *** **** to ******* **** ******* / **** accuracy **** ***********, ** *** **** occluded *** *** ** ** ** the ********* ********** ** * ***** style **** ** ********* ***** **** is ********* **** ********* ****?

*** ** **** ******** ******* *** SAFR ******** ** ******** *** ***********. For *******, ** *** **** ***** is ******** ** * ***** ***** mask, *** ********* *********** ******** ******* on *** ********** ****** ** *** face, ************ *** ****** ******* ** the **** ****.

** *** **** ***** *** ************ / *** ****** **** ******* ********* data ** ******* ******** **** ***********, then *** ***** ** ********** ** "unrecognizable". ** ******* ** **** ** when * **** ** ******* ** a **** **** *** ********** **** block *** **** ** ********* ****. Configurations *** ********* ** **** ** manage *** ******* ******* *** ************ of **** ****. ** ******* ** make **** *********** ********* ** ********* can ** ***** ** ********** **** is ********* *** ** *** ***. We ***'* ****** ** *** ** the *** ********** ****** ** **** every ********'* ***** (******'* **** ** amazing ******!)

**** ** **** *** **** **** "weeds ***" ***** ********* "***** ** the ******" *** ***** ********** ***** that *** **** *********** ******* **** to ****** (***** *** *** ****** of *** ** ****** ** *** publication *** ***'** *** **** * mean.) *** ** *** ***** *** will ******* - ******* ****** ** have **** ** *** **** ** their *****. [**, ** ** *** surprised **** **** *** ** **** mothers ** ***** **** **** ** we're ******* **** ****** **** **** one.]

**** * **** ***** ** ********** to **** ********** ******* *********, ** progresses ** *** ****** **** ******** / *********** ****. ** *** ****** is **** * **** ** ********** to **** ********** ******* *********, *** has *** ******** ** * ***** at *** ******* ***** *********, **** the **** ** ********** ** ********* to * "********".

**** *********, **** ** *******, **** areas ** ***** ******** (** ***** of ***) ***** **** ** *** expect * ********. ********* ** * bank ***** ** ****** **** ******** room ***** **** ** * *******. When **** ********** * ******** ** present, ** *** ******** ** ***** to *** *********** *****.

*** ********* ********* **** **** ********** is * ************* ******* **** ****** SAFR ********* ** ****** *** ******** to ******* * "******** *****". ** essence, *** ****** ** *** ************* setting **** ********* **** **** -- "I **** * **** **** **** is *** * ***% ***** *** any ****** ******** ** *** **** Watchlist. *** *** ****** ** ** alert *** **** ******* ***** ************ close ** ** ******** ****** - here ** **** ******."

[** *** ***, *** **** "*********" has * ************ ***** ****... **'* not ******** ********* ** ***** ******, but ****** **** ***** **** ** learn *** ********** ** *** **** platform *** *** ************* ******* ******* masters *** ******** ********* ********* ********* and *** ** ******* ***** ** various **** *********** *********.

**** *** * ****** ******** ****** called ****. *** ****** ***** ***** Service. **'* ** * ***** ** "If **** **** ****" ******. ********* alert ******** *** ********** *** ** set ** *** * ***** ***** Threshold ****** * ******** *****. **'* a ***** *** ** ***** *** potential ** ***** ********* ** **** as ******** ******* ** ******* **** to ********** **** **** **** ** drop ********** *** *******, ** **** they ****** **** **** ** ****** the ********* ***** *****.

** ** ********** ****** ******* *** settings **** **** ******** ** ** the ******* "************* **********" ** ******* what ******* *** **** ******** ** optimize *********** ** * ****** ** camera *****. **********, ** ***** ** more ** ** ****** **** *******, which ** *** ** **** **** to **** **** *** *********. **** Certified **'* **** ******** ******** ** the ******* ************** *** ****** ** able ** ******* *** ****** *** optimization ***** ** ****** ** *** end ****. *** ****'* ******* **** is **** ********* ** ****** **'* and *** ***** ***** - **'** motivated ** *** *** ********'* *******.

*'** **** ******** ** *** *********** and ********** ** **** *********** ********** for **** ** *****. * ********** that ** *** *** ***** ** delight (********** ********* ** ***** *****, VIP ************ ****** ** ****** ********, etc.), ** **** ** *** ********* to ***** **** **** ** ** not ******** *** ** *** *****. We **** ***** ****** *********.

******* *** ** ********* ** *** passionate ***** ** ****. ****** *** time ** ****** ** ******* *** properly ********** *** ******* *********** ** the ******** *********** ** ***** **** will *******, ** **** ** ************* where **** ******* ******* ******** *** where ***** *********** ******** ***** ******, is **** ** ***** ** ******* user.

**** *** **** * **** *** at *********** **** ** *** ***** where *** "*** ** *** ***" configuration *** *********** - **** ** good *** ********* *********** *** ***** of *** **** *********** ****** ** understand.

** *** *** ******** ******* ** purchase ** ** ********, *** ***** like ** ********** ******* *** ******* the **** ******** ** ** **** specific ***********, ** ***** ** ***** to ******.

Agree
Disagree
Informative: 3
Unhelpful
Funny

***'** **** **** ** ** *** Fall. ** **** ********** ** *******. The ******** ********* ** *** ****** I **** ******** ***** **** ******** opportunities ** ******** *** ****** ** they *** ********* ****** *** *********. Playing **** **** ******** *** ****** already, * *** ** **% ** 99% ******* **** ***** * ******** to ** **** *********. *** **** like ****, * ***** *** * false ********, ***** ** ** ****** is *** **** *****. *** **** thing ********* ** * **** **** using **** *****, *****-***, *** *** Hanwha ***-*****. *******, * *** ** targeting *********** *.* ******* **** ****** and *** *** **** ****** **** play.

*** ********** ****** ** ******** ******, as **** ** *** ********* ** security (***** ** *** ******), ******* provides * ***** *** ** ***** your ******* ** *** ******.

Agree
Disagree
Informative
Unhelpful
Funny

** ***** **** ***** *** "*********" issue.

Agree
Disagree
Informative
Unhelpful
Funny

***** *********** #*

*'* *** ******** **** *** "*********" issue *** *** ********* **, *** I **** **** ***-******* ****** ** SAFR ****** *** **** ** **** - **** *** *********** ********** **** a *** ** *****. :-)

*** **** ******* *** **** ******** both ********* * ***** ** *********** in ***** ********** ******** - ** think *** ****** ** ********* ********** great *** ********* ******* ** ****** the ******* ** **-**** *******, ** enjoy *** ********** ** * ***** hosted ********.

*** ***, ** *** *** ** issue, ****** ****** **. ** **** to ****** **** *** ******* *** SAFR ********** *** *** *** *********.

**** *** **** - **'* * great *********** ** ******** **** *** have *********** ******** ***** ** *** area ** ************, ******** *** ****** control.

******,****

Agree
Disagree
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Unhelpful
Funny

*** **** ** ** ‘** ******** Detection’.

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***** ***,

**** *** ***'* ****** ** **** Inside ** ******* **** ******* ** SAFR ******. ******** ******, **** ****** is **** *** ********* ** *** much ****** **** ********, *** ** the ***** ********* ******* **** *** SAFR ******** ******** *** ******** *********, two ** **** *** ********* *** processing ***** ****** **** *** ** video ******.

*** ***** ******** ****** ** ******* or *** *** ******** **** ** test ******** ******* ******** ***** *** real-world *** *****. ***** ******** **** I've ****** **** *** **** **** would ******* **** * ****** ******* up * ***** ** * ******'* face ** **** ****** ** ************ cameras. ******, ** * ****** ****** officer ******, **** ****** ***** ** sufficient ****** ** ******* ******* ** a ******** ******** ***** ** *** enforcement *******, ********* **** *** ******** where ** ******.

***** ******** ** **** ********* ** SAFR *** ********* *****, *** ***** we **** ******** *** ******** ************, is ** ******** ******** ****** ** access ******* ***** - *.*. **** a ****** **** *** ***** **** to ****** * ******** ****, ** gain ******* ****** ** ****** **** as ** ********** ******, **** ** at * ****** **** ******* ** walking ******* * ****** ******* ********* where * ***** *** ************* ********* a ********** ***** *** ********* ***** eWallet *** **** ****.

@*** - * ***** **** ** hear **** ***** **** ***** *** validating ******** ** * ******** ************ video ****. ********** *** ********* ******** as ** ** **** * ******** that *** **** **** *****.

SAFR's ***** ******* *** ******** *********

*** **** ******** **** ************ ******** three ******* *** *********** ********, *** two ** **** *** ********* ********* if ***** ****** ** * **** person **** *** ***** ** ****** from *** ** ************ ******.

Passive ******** & ************ ****** *********: SAFR was selected by the US DoD to advance the state of Liveness / PAD when all that is available is a single RGB stream. SAFR's approach supports video coming from USB web cams, IP surveillance cameras, and embedded camera components such as those that are typically added to ATMs / ATRs.

Depth ******* **: SAFR supports liveness utilizing data available from depth sensing camera sensors such as Intel RealSense.

Challenge / ********: SAFR supports simple challenge response mechanisms such as look left / right and smile to determine if the face in the video follows those instructions.

Agree
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Informative
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