Camera Color Fidelity Shootout

Author: Figen Bekisli, Published on Sep 04, 2013

The surveillance industry is obsessed with more and more pixels. But color fidelity - accurately rendering yellow as yellow or blue as blue - can be critical for identifying individuals or objects.

We decided to test 5 camera manufacturers - Axis, Avigilon, Bosch, Dahua and Sony - to see how faithful their cameras could reproduce color.

The Test

We used a ColorChecker (aka Macbeth chart) and shot out all cameras side by side simultaneously. Here's a preview of the results with the models blacked out.

This was a fairly simple low light indoor scene but still notice how much color fidelity varied across them.

Scenes

Moreover, we tested in a variety of conditions including different forms of outdoor street lighting to see how LED, mercury vapor, and sodium lights impacted performance.

We concluded with real world examples of a subject wearing different colored shirts.

Here's one example of a major manufacturer who made a range colors look basically the same:

Contrast to another major manufacturer who handled the same scene, same time dramatically better:

Who Won?

There were clear winners and losers here. Who was it? Was it Avigilon - who claims to deliver the best image quality? Axis - who touts their conformance with HDTV standards? Dahua - the up and coming Chinese company? Or did the old guard - Bosch or Sony pull it out? Answers and detailed analysis inside.

*** ************ ******** ** ******** **** **** *** **** ******. But ***** ******** - ********** ********* ****** ** ****** ** blue ** **** - *** ** ******** *** *********** *********** or *******.

** ******* ** **** * ****** ************* - ****, ********, Bosch, ***** *** **** - ** *** *** ******** ***** cameras ***** ********* *****.

The ****

** **** ************* (*** ******* *****)*** **** *** *** ******* **** ** **** **************. ****'* a ******* ** *** ******* **** *** ****** ******* ***.

**** *** * ****** ****** *** ***** ****** ***** *** still ****** *** **** ***** ******** ****** ****** ****.

******

********, ** ****** ** * ******* ** ********** ********* ********* forms ** ******* ****** ******** ** *** *** ***, ******* vapor, *** ****** ****** ******** ***********.

** ********* **** **** ***** ******** ** * ******* ******* different ******* ******.

****'* *** ******* ** * ***** ************ *** **** * range ****** **** ********* *** ****:

******** ** ******* ***** ************ *** ******* *** **** *****, same **** ************ ******:

Who ***?

***** **** ***** ******* *** ****** ****. *** *** **? Was ** ******** - *** ****** ** ******* *** **** image *******? **** - *** ***** ***** *********** **** **** standards? ***** - *** ** *** ****** ******* *******? ** did *** *** ***** - ***** ** **** **** ** out? ******* *** ******** ******** ******.

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

Key ********

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

  • ********'* ** *** *** ****' ***** *** *** **** ****** in *** *****, **** ********** ** ****** *** ******, ********** difficulty *************** ******* ****** ******.
  • *** ***** ***-**** *** **** ***-***** **** **** ******** *** consistent ****** ******.
  • *** ***** ********** (~* **) ********* **** ******** ****** *** **** of *** ******* ******, **** **** ****** ********** **** ********* to *******.
  • *******, ** **** *****, *** ******** **** *******, ***** **** Avigilon *** **** ****** ********* *****.
  • *********** *** *** ****** ******** ********** **** ****** ******** ** mercury ***** *** ****** ******.
  • ******* ***** *** ****** ***** ******* *** **** ************* *** differentiation ******, ********* ** ******** *** ********* *****, ************.
  • *** ******** ***** ******** ** *** ******. ** **** *****, colors ****** ******** **** ****** *** **** *** **, *******, they **** ********* ****** ** *************. *******, *** *** ****** to ** ****** ** ***** ******** ** *** **** *****, which *** **** ********** ** *******.
  • ** ***** ********* ***** ******* ******** ********* ****** ** *** scenes **** ***** *****-******** *****. 

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

***** ******* ****** ***** ** * **** ******* ** ****** should ******** ***** *** ****, ** **** **** ****** ***** the ****** ******* ** ***** ****** *** *****. **** *** Avigilon ** *** *** **** ***** *** ******** ******** ********** representing ******, *** ****** ** ******* ** ***** ************.

** ********* ***** ********* ***** ******* ** ** ******* ****** *********** ***** **** **********. ******** ***** *** ****** ******** should ** **** **** ******* ** **** *** ****** ******** as ***** ******* ********** *** ***. 

Overview ********** [***** ****!]

**** * ******* *** *** ** **** *** *** *** key ******** ** **** ***** **********:

White ******* ********

*** ****** ** **** **** *** ***** ***** ********* ***** balance ********. ***** * ****** ** ******* ******* ******** ***** in ***** ** ********** *** ********* ******** *****, ** ***** automatic ******** ******* **** ***********. *** *******, ** *** **** of ****, ***** *** ****** ****** ***** ************ *** ******* or ****** ********, *** ****** *********** *** *** **** ****, staying **** ** ***** ******* ********* ****. 

************, ***** ***** ******** ****** ***** ******* ** ********** *** harsh ******* ******** **** ** ******. *******, ****** **** ** turned ** *** *** ** * ********, ********* ** ********** for ****** ***** ** ***** ***** **** ******* ***** ******, as *** *** **** **** ** *********.

*** ***** *******, ********* ***** ******* ** *********** ****** ******** problems *** ********, **/*, ******* ******, ** ***** **** ****** white ******* ***** ** *********.

Indoor ********

** ****** *** ******* ***** ***** ********* ****** ******** **********. ***** tests **** ********* ***** *********** ****** ********, **** ****** ** commercial *********.

******** ***********, ~*** **

***** ******** ** **** ******* *** ****** ****. *** **** M1114 *** *** **** ****** ********, **** ******, ***** ***** *** other ******* ****** ****** *****************. ************, ***** **** ***** ** the ****** *** ******** *****. ******** **-** *********** ******* ********, ****** ** a ****** ******. ****** **** *** *********** ****** **** *********** on *** ****** *****. *** ****** ** *** ********* **** cameras **** *****, **** **** ***** ***** **** ******* **** the ***** *****. 

** ***

**** *** ***** *** ******* ** ** ***, ****** ***** changes ******** ** *** *******. *** ****** **** **** ******* *** the ****************** ******** **** **** ***** *** ***** *******. *******, the ***** ********, **** ****** **** *********** **** ** **** light.

*** *****, ~* **

** * ***, *** ***** ********** *** ***** ******* ****** the ***** *********** ** *** *******. ** *** ******** **-** camera, **** ****** ****** ******** ***** (***********). ****** ****** ******** in *** **** ***** *** ***** *******, *** ****** ***** affected **** ***********. ****** ** *** ***** ***** ** **** out ** **** ***** *****. **** *** ******** ** ***** in **** *** **** ***** *** **** *****. *** ***** improved *** *****, **** ****** **** **** ** **** ***** level. *** ***** ***-**** ******** **** **** ***** *** ***** conditions.

** **** *** **** ***** ***** ***** * ****** ******* different ******* *-****** ***** *** **** ******** ********** *** ***. This *** ** ***** *** *** **** ******* ***** ***** results ***** **** **** **** *******. ***** *** **** ****** color *-****** ***** ****** ** ***** **** ******** **-**, ********** with *** ******* ***** *******. *** ******* ** *** ***** ***-**** are **** ***** *** ********** ** *** ***** *** **** *********** in **** *****.

Outdoor *******

** **** ***, *** ******* *********** ******. *** ******** **-** and **** ***** ********* ********* ** *******, **** ******* ****** and **** ***** ****** ***. ****** ** *** ***** **** pale, **** ***** ***** **** ** *******. *** *** ***-****, light ***** *** ****** **** ********* ** ***********. *** ***** displayed ****** ***** (*** *****) *** **** (****** *****) ****** the ****. 

***** ****** *****, ******, *** ****** **** ***** *** **** washed *** ****** ** *** ******** ** *** **** *****, we ****** ***** ****** ** ****** ** *** *******. ****** still ****** *** ** ******, ***** ****** *** ****** ** discern ** *** ******* ***** ********* ***** *********** ***** *** wrinkles ** *** ***** **** **** ******* **** *** ****** direct *** ********. *** ******* ***** ** * ******, **** surface, ** ** *********** **** ** **** ***** *****, ********* in ****** ********.

Outdoor ******

** **** ****** ***** ***** ********* ******* ******** *****, ** order ** *** **** ******* **** *** ** ********.

***

***** **** ******* ****** ***** *****, ** *********** ****** ** the ******** **-** *** **** *****, ***** **** *** ********** distinguishing **** ****** ** *** *****. *** ********* **** ******* handled *** ***** ******** ****, ******* ** *** ****** ****.

***** ****** **** **** ** *** **** ********* ****** **** our **** *****, (****, ****** *****, ******, *** ******) ** our ******* *** *** ******* **-**, ***** (*** *****) *** Sony ***** (*** ** *** ****). ********** *** **** *** other ** ********* ***** *** ****** ***** *** ***** *** both **-** *** ***** ***** ***** *****'* **** *** ******.

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

******* ***** *****, ******* ****** ******* ******, ******* * ******-***** tint. **** *** ** **** ** *** ***** *** *******, which *********** **** ************* **** * **** ******** ****. ***** ******* were **** *** **** ** ***** *** ********.

***** ****** **** ****** *** *** ******** **-** *** **** M1114 ***** ****** ****** **** *************** ** *** *-***** ***** ***** mercury *****. **** ****** ** ********** **** *** ******* *****.

 

****** *****

****** ***** ****** *** ********* *** ****** **** ***** *********, due ** *** ******** ****** ***** **** *******. ***** * sodium ****, ************* *** ************* ***** *** ***** ******* *** *** Axis *****. ******** *** ******* ******* ***** ******* ******** ** other ******* ******** **********, **** ********* **** ************** ** ***** of **** ***** ******** *** ******************.

*** *********** ****** ** *** ********* **** **** ***** ******* ***** sodium ***** ***** *** ** **** ** ********* ****** ** five ********* ******* *-****** *****. ******** **-**, ***** ****** ************* ****** out ******, *** *** ***-***, ***** ******** **** ** **** scene, *** ***** ***** *** **********.

WDR ** **. ***

*********, ***** ******** *** ****** **** *** **. 

******

*****, ** *** ****** *****, *** ***** ******** **** *** turned **, **** ****** **** ********* *** *****.

*******, **** ******* ********** *********, ** ** *** ***** *** lighting ******. **** ****** **** ******** *****, ****** ****** **** nearly *********.

**** *-***** ******* ***** *** *********** ** ****** *** **** colors ** *** *****. **** **** *** ******* ***** *****, bright ***** ** ****** *** **** *** ***, ***** ** is ******* ******* **** ****** **. ****** ******, **** ** red ** *** ******* *****, *** *** * *******.

****** *****

***** ****** *****, *** ******** ******** ***** ** *** ****, WDR *** *** ******* ****** ** *** *****. **** ** the **** ***** *** *********** **** *** *** ****** ***. However, **** *** **, *** ****** **** ** *** ****** vapor ******** ** **** **** **********.

*** ********** ***** ************ ***** ****** ***** *** ******* ** different ******* *-******. **** *** ***, ****** ***** ** ********* washed ***, ********* *****. *******, ******* ** **, *** ****** scene ******* ****** ******, ********* *** **** ****, *** *** shirt ***** **** **** ****** **** *****. **** ****** *** much **** ** ** *****, ****** *** **** *******.

 

Test **********

*** *** *******, ** **** *** **** ****** ********.  **********, *********, and ******** **** *******. *** ******** ******* *** */** * and ***** ******* *** *********. ***** *** *** ******** ******** we **** ** **** ****:

Comments (42)

**** ** *******, ***** ***! *** **** ***** ** ***** have ***** *** *** **** ******* ** ** ****** *** we **** *** ***'* **** **** ***!

** *** ***** ** **** ** *** **** ** ** standard ****** ******* ** *** ** **** * ********* ** compare ******* *** ** ************* ** **** ****** ******** *** most ****** ** *****.

**** ** ****. **** ** * **** ****** **** ** so ********* ** ******* **** * **** *****.

******* ****! * *** **** ******* ***** * *** *********** between **********, **** ******* * ****** *****.
***** ******* **** ** ****** *** *** ********** ******* ****** is.

** **** ***** *** *** ** * ********** ** ** between *** ***** ***** ** ******'* ** *** ****** *** that **'* *** ** *** ****** *** ****** **** ** test **** *** **** * **** ****** ** **** ****. You ***'* ******** **** *** ** *** **** **'* *** same ***** *** **** ****** *** *** **** *******.

**: ***** **** ******* *** * *** ******** ** **** :)

* **** **** *** **** ***** ******* **** ** *'** been ***** * *** ** **** ****** *** *'* ***** familiar **** *** ********** ** ********* ****-**** ***** ** ****-** colour.

**'* ******* *** ******** ** ***** ********** ******** **** ********* and ******** ***** * **** **** *** **** * *****. There, ***** ****** ** ****** **** "*******-**" *** ** **** red ***. *** ******* ** **** ****** ******** ******* **** apparent.

**** **** ******, ** ***** **** * ********* ****** ***** without *** ***** ****** ******* **** ** *** *** **** of ****** ******** ********** ******* ******* **** *** *** ****** as **** ** ****** *** ****.

***** ******* *** ***********... *'* ****** ***'** ****** **** **** of ******* **** ***** ******.

***** *** *** ****** ** * ***** ***** *** **********. In ******* **** ********* ** ** ********* ********* ** *********** this ** ** ********* ****** ** **** ** *** **** the ****, ** ******* ** *** ***** ******* ***** ***** different ******** **********. * **** ***** **** **** *****, **** have **** ******** **** ***** ******* **** *** ********* ****** well, *** **** ***** **** ******** ******, ***** ******, *** flourescents **** "** ** **** ** **". **** **** ******* has **** **** ** **** *********** ** **** ***** *** better ******** *** ******** ******* ********.

**** ******* ** ********** *** **** ********, **** *********, *** lacked *** ****. ** * ************ ************** ******* ******, * say ***** *** ***** *******.

******, ******. * ** ******* *** **** ******* '****** *** bias'. ** *** ******* ***** **** ****** ***** *** ******? Specifically?

******* *** ****-********** ******** **** ** *** ** *** ****** rasa ** **. ********...

** **********, **** ***** ** **. ********... ******* *** ********* challenged **. ******* ***** ** ****** ** ************* *** ****** of *** *** **** **** ****...

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

**, *'* **** *** **** ********** *** **********. ***** ****** us ** *** *** ** **** *** **** ** *** first ******.

** ** *****, *** **** ******** *** ******, ********** *** written ***** * ******** ********. ** ** *** **** *** people *** *** **** ** ***** *** *****.

********, * ****** ** *** '****' ********* ******* **** ****** almost ****** ****** ****** * ******** ****** ****** ***** ********* or *********** ** *** ****** * ********* ** *******.

** ****** *** ***** ** **** ***********/********* ** ****, ** specific ** *** *******.

****, ** ******* *** ***** ** * ********** ** *****. The ****** *** **** **** **** *** ********* ** * very ***** ****** **** ****** ********** *****. *** ****** **** either *********** ****, ** **** **** *** ***** *** ********* conditions. ** ***** ******* ***** *** ** **** ********** ************, where *** **********'* (*********'*) **** *********** *** ********* *** *******. I **** *** ***** **** ***** ** *** **** ******* however, * **** ***** ** ********* ** ********* ** *** study. ** *****'* ****** ** ** ** *** **** ** look ** ******* ** ****** *******, *** *******, ** ******** statistics. *** ***** **** **** *** ********* ** ********* ******* based ** *** *********** **** ** ****** ****** ** **** is *********.

**** ******, *** * ***** ********* ***** ** *********** *** was **** ** ******* *** ******* ** * ***** ********* manner. **** ******.

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

******, *** **** * **** ********** *** ** **** ****** will ****** ** **** *** ***** ***** ******** *********** *** products *** ********* ***** *** ********* ** **** **** ** not.

** *** ***** * ***** **** **** *** **** **** so ***. **** ******* *** ******** *********** ** ***** ********.

** *****, *******, ** *********** ** ******* *** **** ******* for **** ** ***** *******. * ******* ***** **** ** present **** *********** ** ******** ***/** ********* *** ***** ***** provide * *** ** *****…******** **** ** *** *** **** might ** **** ** *** *** **** "**** *** ***** buck".

*** ********?

***** **** ****, ******.

******* ***** **** *** **** ******,

** ** "*** **** *** ***; ****** *** ***" ********.

**** * ** ********* **** ***** ***** **** *** *** there ** *** ********.

*** ********* *** *** ********. *** ******* *** *** ********. And************ *** ********. *** *******, ***.

****** ***'* ** *********. ***** **** ****** ** '*****' ************* in *** ***** **** **** **** *** ** *******. **'* just *** ******** *** ** ** ***** *** ** ****, every ****.

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

** **** **** ** *** * ******* ***** ***** ***** brands ** ******* *** ****** ** ********** **** **** ******; for ******* *******, *********, *-***, *********, ******* *** *********.

**'* **** ** ****** ** **** ***** *****. *** ** *** ***** ** test **** ********** ** ** ** ******* ***** ******** **** ****. *******, this ** ***** ** **** **** ** ** **** ** balance ******* * ******* ** ******** *** ************.

* ******* ******* ** ****** ********** ***** ******, ***. ** a ****, **** * ** ****** *******, ************ ***** **** *** ******* *****, ** ***** ******* ** see ** ******** ** ******* ***. *'** ****** **** **** other ******** ********.

****** ********, ****, *** ********** ** *** **** ******* ***** this **** **** * ********!

****,

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

* **** ***** **** **** ******** *** *** **** ** cover **** *** *** ***** **** ** **** ****** ******* for ******** ** ** *** ** ******* "***** ** *****" for **** ********* ********.

****'* *** *******. ** ** **** ** ************* ******* ** 5, ** **** **** ** ***** **% ** ****, *** probably ***** ** ****** *** ****** ** ****. *** ** will **** *** ***** *** ****** ** ****** **** ***, twice *** ****** ** ********, ***.

******, **** ****** *** **** **** **********, ~**% **** **** an ******* ****.

* ***** **** ******* *********** * ** ***** **** * ***** ****** ** *** really **** **, *** ** **** ** ***** ***** ***** we ****** *** *********. ***** ***,************** *** ****** **** ***** **** *** ***** **** **** is *** ** **** ** ***** * *** **** ********* on.

*** ***** ****,

**** ****** *** *** *** ** ******* *** ****** *** was *** ***** ****** * ******** ************** ** **** *** camera ***** **?

** ******, ** **** ******** ******* *** *** ****. ** viewed **** ** *** ***** ******, *** ******'* *** *********, as **** ** *****. ** ****** **** ** ******** ********, in **** *** *** ********** ***********, *** ***** ** ** looked ** ***** ******.

*** ******* *********** **** ******* ********* ********, *** **** ***** were ********** *****. ***** ********, **** ** *** ***** **** to ************* ******* **** ** ****** ******, **** ** ****** or ***** ********* ** *******.

***** *** ****...**’* **** ** *** ******* ***** **** ***** lighting **********. * ***** **** **** ** *** *** **** of *** ****** *******.

****,

****** *** ***** **** **** **'* ****** ***** ** *** the ******* ***********. **** * ***** ********. ***** *** **** P-3367-E **** ** ******* ****** ** *** *****?

******, ** ****** ***'* ***. *** ***** **** * ********* imager **** *** *****, ** **** *** **** ** *** P33 *****. ** ** *** ** **** ****, ********* ****** perform ***** ***********, **** *** ***** **. *** *****.

** ****'* **** *** ** **** ********, *** **'** **** major *********** ******* ***** **** *******, ** ****. ** *** take **** ***** **** *** **** ** *** *** ******, for *******, *** *** *** **** *** ***** ** *** M30 ***** *** *********, ***, ***** ** *** ***** ** the **** **** *** ********.

*'** ***** ****** ******* ** *** ******* ** *** *** of *** ****. **** ***** *** ** *******:

***** - **** *** ****** ******* ***-*****, ***-****** *** *** the *** ***-***** ** *** *** ****** *** *** *** same ****** *** ***** ******, ** * ***** ****** *** three ** ***** ******* ** **** *** **** ******* ** this ***** ******* ****. ****** *** ***** ***** ** ** a ***** ***** ***** **** *** ***** ******.

* ****** ****** ** *********** ***** ***** *** **** ** the ** *** ****** ********* ***** ********. ** ***** ** known ** **** ***** ********* *** ** *** ****** *** most ************ ******* ***** ** ***** ***** *** *** (*** our***/***** ****** ********). ******* *** ******* ***/** ***** ** ** ***** ******* may ****** ****** *************/******, ********* ***** ********.

**** ****** **** ** ***** ** ** ** *** ****** on * ****** ****** ***** ******** ****** *** **** ************* helped ****** *** *******. ** ******, ****** *** ********** **** a ****** *** ****** ** *** ***, ********* ****, **** factor ************ *** ****** ** *** ***** *** **'* ** interesting *******.

*** *********** **** **** **** ****** ******* ** ** ********** IR ****** ******* * *** ****** (******* *** ** ******** cameras) ** *** *** **** ***** ***** ******** ******* **** the ************ */* ******* ** ****** ****.

**'* ********* ** ******** **** ******** **** **** ****. * mean *** ****** *** $***-*** ***** *******, *** $*** *******, and * $*** ******. ***** * *** ********** *** ***** being ******** ** * ***** ** *********, ** *** * shoot *** * **** **** ****** ** ***** ** * side ****. '** *** ***, *** $*** ***** **** ** here ** *** ***** ***'. *** ** *** **** ** Axis ***** ****** ** ******** **** * **** ***** ** kind ** ***... ** ****** *** ***** *** **** ******* are ***** ***** ** **** ***** ***.

****, *** $*** ***** '****' ~$*** **** *** ******** ******* in ***** ******** (******* ***** **** *** *****). **** **** something ** **.

** ** *** ***** ******* ** ***'* ******* ****** **** just ******* ********* ** **** *********, ** **** *** **** it ** ****** ** ***** ***. ***** **** *****, *** Dahua ****** **** **** ***** **** *** **** *** ******** cameras, *****?

** *** *****, **** ***** *** **** ** *** ******? How ***** *** ** ****?

**** ** ** *** *** *****, ** *** *** **** the ******* **** *****- *** ** **** *** ***** *****. I ***** **** ***** **** *** ******** *******. *******, *** M1114? *** **** **** ******, ** ***** ***** ** ******* next ** *** **** *****? *****, ****. * **** ***** should ** *-* ***** ** ******* ******* ** ******* **** and ***** ******. ** *****'* **** * ******** ****** ** time ** ******* **** **** *** ******** *** ***********. ** does **** **** ******... ******, * ***** *** **** ****** power ** ******** **** *******, ****** ******, *********, **** ****** cameras *** **** **** * ***** ** **** ** ***** tests. *** ************ ***** *** ** ******** * ****** ** cameras *** ******* **** *** ****** ********* **** **** *** not *******. ** **** ** *** *** **** **** *****, you ****** ** **** ** ***, ****, *** ****** ** under ** ****.

*** ***** ** ******* * **** *** **** ** ***/*** level **** ** ** ********** *** ********* ** ***** ********. As ****, * ** ***** ** *** **** **** ** you ***** ** ***** ** **.

** **** ******* *** ********* ******* ******* ** **** ** **** ******. ** * **** ********* to ******* **********, ** ** * ******** ** **** ** testing **** ******* ** ** ********** ******** ** ***** ********* types ** *****. **** ****, ** **** **** ***** ************ of *******.

* **********. ** *** **** *** *** *** ***** **** though, **** ** *** ******* *** ** ***.

**'** ************ ******* *** ******* ** * ** *** *********.

* **** *** **** ********* ***** ******* ** ****** **** be ******** ** *** ****. *** *** ***'* **** * poll ***** ** **** **** *** *** *** **********. ******

*** ** *** **** ** *******?

** *** *** * ****. ********** ****** ** **** ***** of ***** ****** ********* **** **** **** ****** *** ********** in. *** ****** ** ***'* **** *** ********* ** ***'* cover ** **** **** ******** / ******** ******** ** *** traffic.

** ** *******, * **** ****** ** *** ********* ****** was ******** ** *** **** ******* ** *** ** *** Dahual ***** *** **** *******. * ***** *** **** **** make **** ** ** *****. ******

*** **** ** *** ***** ** **** **** ** *** happy. *** **** ***** ************* **** ****** ***** ** ******* **** ******* ** *** same ****. *******, ***** ** * ******** ********. ***** ***, we **** ******* * ** * ******* ***********. ** ** ********* ** * - **, ** ***** cover **** ******* ***** ***** **** **** *******, *** **** be **** ** ** **** *****, ***** ***** ******** ***** member's *********.

** **** **** ** ******* ************* **'* ***** **** ****** ******* ****** **** ***** **** fewer ************* **** *** ********.

** *** ********* *** *******, ** ** **** ***** ******* periodically *** **** ** ** ** *** ****** *****. ***** is * *** ** ********- * *** ****** ** *** ******* **** ***** ***. Panasonic ***** ** ******* ******* ******* **** **** ****** ****** other '*** ******' **** ****, **** *** ***** (*** *** test ***********'* **-***).

* ** ***** ** ******* **** ******* *** *** ***** fidelity **** ****** ** ** ************* ***** ** ** **. Please***** * *** **********.

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Deep Learning Surveillance Startups Deep Problem on Jun 23, 2017
The undeniably good news for the video surveillance market is that we are seeing the rise of more startups than in many years. The cause of this...
Avigilon Announces RADAR-Based Presence Detector on Jun 22, 2017
RADAR is gaining momentum within physical security. Two months after Axis announced a network radar detector, Avigilon has announced a RADAR-Based...
Covert Cloud Camera Service Launching (KJB) on Jun 22, 2017
Cloud IP cameras, for consumers, has become increasingly commonplace. However, covert cameras, lag there, with few options. Now, North America's...

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