Quanergy AI LIDAR Tested

By Ethan Ace and Rob Kilpatrick, Published Apr 22, 2021, 12:23pm EDT

Quanergy has raised over $130M USD and is a well-known LIDAR provider. Now, they are moving into surveillance with AI LIDAR. But how well does it work?

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We tested Quanergy for over 3 weeks and in this report we examine:

  • How hard or easy was the system to configure and calibrate?
  • What issues arise due to inaccurate calibration?
  • Are vehicles and people accurately classified?
  • Are objects accurately tracked across multiple sensors?
  • How well does VMS mapping integration work?
  • Does camera tracking accurately follow objects detected by LIDAR?
  • How does performance compare to video analytics?

Executive *******

***** ****** ***********, ********'* AI ***** ********** ********** people *** ******** *** tracked **** ****** ******** sensors ** ******* ***** of **** *******. ************, the ****** *** *** false ***** ** *******, debris, *******, ** ***** issues ***** **** ********* many ***** ********* ** our *****.

*******, ******** ***** ** expensive (~$*,*** *** **** per ******), ****** *** street ***** ****** *-** the **** ** ******** cameras, ****** ** *********** covers * **** ***** area (***° ********, ** meter ******), ********* ** the ***********, ****** ******, obstructions, ***.

*** ***** ******* ** cover **** ***** ***** for *********, ********** ***** identifying *********** ** ********** or *** ******* *** false ***** ********** ** critical, ******** *** ** an ******. ****** **** likely **** ***** ********* more ********.

Complex ************* / ******** ** ********** ********

******** ***** ** **** complex, *** ***********/***** *** have *** **** ******* are ******** ** ************ set ** *** ******. Improper *********** ******* ** numerous ******, **** ** false ******, ****** *********, incorrect ** ************ ******** and **************, ***. ******** calibrating *** ****** ******** calibration *** ************* **** several ******** **** ******** staff ** ******* ********** new ********* ******** ** they *****.

*********** ******** ** ******* and ********* *** **** complex *** *****-*****, ****** additional ********** ***** **** basic ******** *************. ** discuss ***** ************ *****.

Quanergy ********

** *** *********** **** Quanergy, **** ************ ***** complexity, *** **** **** installations ********* ***** ** commissioned **** ********** ** site (******** ***** ** trained ***********) ** ****** calibration ***********, ** ******* to *** ****-***-***** ******* we *********** ** *******. They ******* ********* **** this *** ******** *** enterprise *********** *** *** not * ********* ******, and ***** ******** **** was ********** *****.

******* ** ********'* *********, their ****** ******* ******* higher-end ********* **** ******* video *******, **** ** critical **************, *****, ***** plants, *** ****** ********, which ********* **** **** higher ******* *** **** stringent ************ **** **** of *** ********.

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Compared ** ***** *********

******** ** ****** ** be **** ***** ***** resistant **** **** *********, but ***-********** ** ****** (e.g.,********, **** ****** *********, Bosch ***) ***** ******* ***** alert ***********.

********'* **** ***** ** a ***° *** (****** classification, ********* ** *****) is **** **** ******* than ******** *******, *** works ** ********** ***** may ** ****** *** video (***** *****, ***, heavy ****/****). ************, ***** multi-sensor ******** ** * rare ******* ***** ** few ********* *********, ****** them *********** **** ********** than ******* ** ***** looking *** ********* ****** a **** ****.

*******, ***** **** *** reliably ****** ********* ******** objects, ***** **** ***** analytics *** **** ** detect ************. ************, ******** M8 ****** *** ************* more ********* **** ********* cameras, *-** *** *****, and **** ******* ** deploy, ******* ***** *** simply *** **** ***** off ** ********.

LIDAR ******** ********

*********** ** ********** ** ******* ** mechanical, ******* *** ******/******* spin ***°, ********* ** a *********** ******* ***** the **** ** * large ****** *** (~*" diameter *** *" ****). Sensors *** ***** ***** for ******* ***. ** review *** ******** ************ of ***** ******* **** *****.

Quanergy ****** *** ******/******

** ******** ** *** LIDAR *******, ******** ******** a ****** ** ********** multi-sensor ********, ***********, *** event *********** ** ***, called****** ***.

**** ****** ** *** useful ********** *** ********** the ******, ** ** includes **** * *********** UI ******* ***** *** objects ********, ***** *****. The ******* ***** ********** to ****** ** **** LIDAR, ******* ***** **** hit *** ****** ** other *******.

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**** ********* ***** ******* in ***** ******, ***** for ******, **** *** vehicles, *** ***** *** unclassified. **** ****** ** assigned * ******** **, which ******* *** **** across *******.

****** **** *** ******* video ***********, ***** *****, notifications, ** ***** ******** typically **** **** ********** events. *******, ** ** mainly **** *** ************* and ***************. ******* ** this, ******** ** ******** to ** ********** ** VMS, ********* ***** ** this ******.

No ****** ******* / ***** ******** ********

***** ** *** ** possible ** ********* **** some ******* *** ***** Qortex, ** ********* ******** a **** **** **** level, *** ** *********** details *** ********. *** example, *** ***** ***** is ************ ******* ** has * *********** ***** and ** ** ***** enough ** ** *** by ******* *****. *******, it ****** ** ********** as * ******** ***** using **** *****.

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

** *** *******, ********'* LIDAR ******* ****** ** sources ***** ********** ******* many/most ***** *********. *** example, ****** * ***** thunderstorm, ***** *** *** detect *** ***** *******, while *******' ***** **** covered ** ********,*** **** ****** ***** alert ****** ** *** analytics *******.

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************, ******* *** ******* did *** ******* ****** in *** *******, ******* being ********* ** *** field ** ****. *** example, ***** ** *** zone ***** **** *** not ******* ** *** in ***** ** *******, nor *** **** ** the ****** **** ******.

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

******** (** **** ** other *****) ****** ************ track ******** **** **** are ********* ********, **** as ******* ****, ****** dumpsters, ***., ***** ***** simply ** *** *** the ******* ** ******* enough *********** ***********.

** ********, **** ********* in *** ***** ********** track ********* ******** ******** (see:****** ********* ******** ****).

Possible ********* ****** ******* ****** ***********

***** ** ****** ***********, Quanergy ********** ******** ******* more **** ****, ********* it ******** *** ** it ***** ******* *** scene, ***** *****:

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************, ******** **** ********* detected ** **** * vehicle *** ******:

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*******, ******** ******* **** as *** ***** ** four ****** ***** **** often ****** **** **** one ** *** *******.

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******** **** ***** ****** frequently ***** **** ******* are *** ******** *******, especially ** *** * axis (******). *** ** the ***** **** ********** remedied ***** ***********.

************, ***** ** **-****** and ***********, ******* ** the ******** (**** ****/~***' away) **** ** ******* foliage ** ***** **** classified ** ******** ** people *** ********* ******.

IPVM Image

******** ********* **** ***** objects ***** ** ******* by ********* *****, *** also ******* *** **** sensor ***** ****** ********* be ********** ** **** terminate ** *** *** or **** **** *** region ** ******** (** physically ********* *** ***** of *** ****** *****). They **** ***** *** that ******** ********* ** long ********* ***** **** one ** *** ***** may *** ** ****** as ***** ** ****** not ****** *********** ** accurately ********.

Genetec *** ****** ***********

****** ** ********** ** Genetec *** *** ********** Security **** (***) ******, which ****** ***** ** create ****** ***** ** a ***. **** *********, the ***** ** ***** as * ******** ****** and ********** **** * map ***** ******** ******** Event ***** **** ****** location ********* ** **** time.

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*** ******* ** ******** Center *** **** ** configured ** ***** ***** objects. ** *** ******* below, *** ******* ** tracked ** ******** ** his ****** ** *** map, **** ******** ********** his ******** ** *****.

Quanergy / ****** / ********* ***********

*********** ** ********* ******** is ********* *** * plugin **********, ***** ***** ******* Center ********, ***** ** *********** a****. ******* ****** ******** map *********** ******* ** Genetec, ******* ****** ********* on *** ***.

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******** ****** *** **** be **** ** ******* alarms, ***** *****:

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*******

******** * ****** ******* have ** **** ** ~$7,500 ***, **** ** additional ~$*,*** *** * Qortex *** ****** *******.

Made ** ***

The *** ** **** ** ***:

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

*** ********* ******** **** used ** **** ****:

  • ******** **-*: *.**
  • ****** ******: *.*.**
  • ******* ******** ******: *.*.*.* (167.90)
  • ******* *** ******: *.*
  • ********* ******** *********: **** R2

****

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

Update: ******** ********

******** ******* **** ******** after **********:

********* **** ********* ** highlight **** ** *** TCO ********* ** ********** from * ****** ** liDAR ***********. **** *** images ****** *****, ** require **** ********, **** labor, **** *************, *** configuration **** **** *** case ***********. *** **** also ******* ** ***** other *********** **** ********* intrusion *** **** **********. This ****** *** ***** solution **** ** **** cases ** **** *** deployment ****. ** ***** scenarios **** ******* *** a ******** *** ** airport ** **** **** a *** ** *** magnitude ** **% **** than * ******-***** **********.

IPVM Image

IPVM Image

********* *** ***-**** **** as ****** ** *** article ***** *** ****** MSRP ***** ****** *** we ** ***** * typical ******* *********** ********* into *** ******. [[**** note: ** **** ******* pricing ** *** ****** to ******* ****]]

******* ********* ***** * want ** **** ** of ****** *** **** [IPVM] *** ****** *******. It ***** ****** ** the **** ******** ** a *** ********* ** novice ******** *** ****** to ****** * ****** solution. ** ********** **** there ** **** ********** when ********* *** **********, but ******* ******** **** are ********* ** *** solutions ****** **** ** scale **** ******* ******* if *** **** **.

*** **** ***** ** want ** **** ***** is **** ** *** not ******* ** ******* cameras *** ******* * deployment **** * ***** new ***** ** ***********. We ********* ** *** cameras *** ***** ** the *** ** ****** and *** * ********* deployment ******* **** ** hand **** *******.

** *** **** ***** (integration ** *** ******* via *****) ** **** asked *** ************* *** documentation *** **** *** it **** *** ****** when **'** ******* **.

Comments (44)

******** ******* **** ******** after **********:

********* **** ********* ** highlight **** ** *** TCO ********* ** ********** from * ****** ** liDAR ***********. **** *** images ****** *****, ** require **** ********, **** labor, **** *************, *** configuration **** **** *** case ***********. *** **** also ******* ** ***** other *********** **** ********* intrusion *** **** **********. This ****** *** ***** solution **** ** **** cases ** **** *** deployment ****. ** ***** scenarios **** ******* *** a ******** *** ** airport ** **** **** a *** ** *** magnitude ** **% **** than * ******-***** **********.

IPVM Image

IPVM Image

********* *** ***-**** **** as ****** ** *** article ***** *** ****** MSRP ***** ****** *** we ** ***** * typical ******* *********** ********* into *** ******. [[**** note: ** **** ******* pricing ** *** ****** to ******* ****]]

******* ********* ***** * want ** **** ** of ****** *** **** are ****** *******. ** would ****** ** *** same ******** ** * new ********* ** ****** engineer *** ****** ** deploy * ****** ********. We ********** **** ***** is **** ********** **** deploying *** **********, *** channel ******** **** *** certified ** *** ********* deploy **** ** ***** with ******* ******* ** any **** **.

*** **** ***** ** want ** **** ***** is **** ** *** not ******* ** ******* cameras *** ******* * deployment **** * ***** new ***** ** ***********. We ********* ** *** cameras *** ***** ** the *** ** ****** and *** * ********* deployment ******* **** ** hand **** *******.

** *** **** ***** (integration ** *** ******* via *****) ** **** asked *** ************* *** documentation *** **** *** it **** *** ****** when **'** ******* **.

Agree
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Informative: 1
Unhelpful
Funny

***** **** * ******** looking *** * ******* in *** ************ *****, already ****** **** **** effectively **** ***** ***** analytics.

Agree
Disagree: 8
Informative
Unhelpful
Funny

*** ***, **** *** exceptionally **** *********** *** be **********.

***

Agree: 8
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Funny

**: *********** ************ #*

****** *** **** ** why *** ** ** ain't ****** ***** *** some. ****’* *** ****** the **** ******** ** technology ******* *** ****** solutions *** ******* **** the ******.

***** ********* ** ***** a ***** ******** *** various *********. * ***** challengeUndisclosed ************ #* with this example.

**** ** ********* * found ** ********. **** for *** ****** ************ ie ***** **** **** sold ****. ** ** opinion, **** ** **** overkill ** **** *** looking ** ********** ********/***** behavior ****** * ****** setting.

** **** ******* **** a ******** ***********, ** would ** **** ** cut ****** *****, **************, labor, *** *********** **** exponentially. * ****** ****** would ** **** ** do *** *** ** countless ******* *** * amount ** ****** ** this ***********.

** ********* ** *** article ** *** ******* to ******* ******* ************ with * ***** *** perspective.

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Agree
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Funny

***** ** * ********** is ***** *********** ** we're ****** ** ** a *****-******* ******, ***** allows ******** ********* ***** on *** **** ****** from ******. **** ***** it ***** ********** ** one ****** *** ** the ***, ***** ******* requires ******** ****** ********* with ******** ** ******** for **** ************* (*********, 3D ********, ***********, ********* detection, *********).

**

Agree
Disagree
Informative: 1
Unhelpful
Funny

******* ********* ***** * want ** **** ** of ****** *** **** [IPVM] *** ****** *******. It ***** ****** ** the **** ******** ** a *** ********* ** novice ******** *** ****** to ****** * ****** solution.

********** ********** *****, *** question ***** ** ** you *** ** ** it *****, *** ** a ********* ********, ** you ***** *** ***** do ** **** ******* assistance **** *** ***.?

Agree: 1
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Informative
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Funny

* ***** ** ******, but ***** ******* **********. There **** **** ****** they **** **** ** eliminate **** ** ***** not. ** *** **** week ** *******, ** fixed * ****** ** issues ** **** **** up, *** ***** **** others ** **** ** Quanergy. *** ** ** do * ****** **** and ******** *'* ** proficient.

**** ***** ****, ** are **** *** ***** trained. * *** **** you **** ** **** that ********** ***** **** going ** ******** **********, there *** ********** ***** a *** * *** not ****.

**** ** **** ***** you ****** ***, ***** are ********** ************ ** Quanergy *** ***** ** general **** ****'* ******* in *****. ** *****, you *** ******** ***** of **** *** ** might ** **** ****** to ******* **** *** user *****, **** ****** it ***** ** ******. In ********, ******* ** align ******* ******** ************* stop ** **** ******* in **** ****.

Agree
Disagree
Informative: 3
Unhelpful
Funny

****** *** *** **-***** response!

**** ** **** ***** you ****** ***...

**’* ***** ******* **** I ***** **** **, I **** *** ******** on “*******”:

******* ********* ***** * want ** **** ** of ****** *** **** [IPVM] ********* *******.

*** ***** *** **** sentence * ******** **** meant ** ********* “******”.

** ***** ****** ** the **** ******** ** a *** ********* ** novice ******** *** ****** to ****** * ****** solution.

Agree: 1
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Funny

** *****,

****** ***** **** ********'* LiDAR * ***** *** I *** ********** *** there *** ***************** **** those **** *** **** comfortable ** *** ****** / *** / ***** Analytics ****. ** ****'* where ****** **** ***********, then **** *****.

***** *** *********** ****** and ***** ******* **** a ****** ***** ********* and *** / ***** Camera ******** **** *** only ** ********* **** LiDAR *** ***. ** is *** *** ** the *****, ** ** the ******* ******* ** the ***.

****, ****** **** ******* exhaustive ******* ** ***** with ****** ******* ********* trying ********** **** ***** to *** **** *** solution, * **** **** first **** ********** **** our ******** ******* *** matched *** ** *** very **** ***** ********* solutions ** *** ******.

** ******** ** ***** Analytics ***** ******, ** were * ***** ************ that **** ****** ** do **** ** *** with ** ******* ******** using ****** ***** *** Bosch *** **** ****.

**** ** *** ************ re *** **** ** be ****** ******* *** 100% ******* - *** need ** ** **** to ***** ** ** when ***** ***** *** that ** ********* ****** who *** **** ** 2D **** **** * limited *** *** *** used **.

**** **** ***** **** be * *********** ******** towards * ******** ******** between ****** *****, **** and ***** ************* *******. For ***** ******* ** consume ** **** ** the ****** *** * project ** ******** **** more **** / ***** cameras *** ***** ********* - * ***** *** will *** * *********** change ** *** **** few ***** ** *** cost ** ***** ***** with *** ******** ** mass *************.

*** *** "**" *** "when" ****** ***** ******* a *** *********** ** the ***-*** ******** ********* that *** **** ****** key ***** ** ******* the *****-******* ** ***** Analytics *** * ***** bank ** *******.

** ** **** - watch **** *****.

******

****

Agree: 5
Disagree
Informative: 4
Unhelpful
Funny

*********** ******** *** * expect ***** **** **** traction ** *********** *** volume ***** **** *****. In ** **** ** would ** **** ** see; * ******-**** ************ with ************** **** ** the ******; ****-*-**** ***** between ******* ** ***** target ********; * ****** interface ** **** (*.*. ACAP, ** ********* ****** or **** ***** *****); longer ***** ******* ** 250m+ ** ***** *** camera ***** *** ***** to ******* **** ********** radar.

Agree: 1
Disagree
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Funny

** ***

* ***** **** **** wish-list *** *** *** a *** **** *****. There *** **** ***** that ***'* ** **** as **** ** * meshed **********, **** ** classification ** *** ******* as *** ***'* *** the **** ******* ** the ******** ******** ******* getting *** ** *** point ***** **** **** to *** **** *******.

** * ****** (*** 3, ********* **** *** mapping), ** *** ****** 250+ ****** ***** ********** per ****** *** *** pushing ****** ****** * kinetic ******** **** (**** 140-2). ****** ** *** a ****** **** *** sensor ***** ** **** but *** ********** ************ of **** **** * QoS ***** ** * real *********.

*** ***** ** ****** range ********* ** *** beam ****** ******** *** large. *** ************ *** more ***** (= **** cost) *** **** **** being ****** ****** *** networks *** **** **********.

** ***** - ** have ***** * ***** look ** **** *** its *** **** **** points, *** *** *** do **** ** ***** we ***** ** **** the ******** *******.

** ********** - ** looked ** * ***** LiDAR ******* *** * specific ******* **** ******* our ***** ******* * years ***. *** *** for *** ***** ******* and ** **** **** time ** ***** *** to ** ** *** right ***. **** ***'** off *** "******** ******" it ******* *** ****** and *** *** ****** a ********'* **** **** quickly.

** ***** ** *** Cameras ** **** ******, those ******* *****, ****, Honeywell *** ******** - all **** ***** ********* and ********** *** ** really ****** **** **** as *** ***** ** to "***** *****", ******** the **** ** **** it ******** ** * real-world ********** *** **** address *** ***** *******.

** **** ***** * lot ** **** ****** sure *** ********* ********** there ** * *** difference ******* **** *** Cruise **** ** "******* Impossible" *** **** *** be **** ******** ** the *****.

** **** **** **** may ***** **** ****** Recognition **** - ****'** great ** * ****** controlled **** *********** *** when *** *** **** into * ****-**** ******* like * ****** (************ Centre) *** ******* ** VERY ********* - ********** for "***********" ** (** a ********* ******** ** an ******* ***. **** are **** ***** *** cheese.

*********, ** **** *** the **** ** ****'* available, *** ** ******* exhaustive ******* *** *********** in *** **** ***** over ******, *** **** make **** *** ********* get *** ****, *** and **** ***** **** the ***** ** **** don't *** ************ **** we've ****** ** ******* what *** ****** ** the *** **** ** the ****** ** ******** he'll **** *** ******.

******

****.

Agree
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Informative: 2
Unhelpful
Funny

***** ***** ** **** in ******? ** *** frequencies *** ******* ******** with ****** ******** ***********?

Agree
Disagree
Informative
Unhelpful
Funny

******** ***** ***** ****** as * ******** ****** focus.

***** **'* *****, *** RF, ** ****** *** interfere **** ******** ***********. The ***** ********** ** 905nm, ** **'* *** visible ** *** ***.

Agree
Disagree
Informative: 1
Unhelpful
Funny

***, *** ***** ********** was * ***** *** for * ******* ***** use *******.

****.

Agree
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Informative: 1
Unhelpful
Funny

** ******* *** ** as * ******** ********** solution *** ****** **** based *********** ************ *** concern ** ********** *** somewhat **** **** ****** even **** ** ** issue **** *** ******** the **** ** ********** LIDAR.

Agree
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Informative
Unhelpful
Funny

*** *********, *** **** of *** ******** ** is ****'* ** **,*** hours, **** ***** * years. *** *****-***** * series ** ***** ** 100,000 *****.

*********** ******** *** ******** given *** **** ** the *******, *** ***** numbers *** ******* ** a *** ** *** cameras. *******, *** **** is ********* *** ********** assuming *** ****** ** on * **** **/*, so ******* ***** ** practice.

Agree
Disagree
Informative: 1
Unhelpful
Funny

**** ** *** ******** M8 ** ****'* ** 60,000 *****, **** ***** 7 *****.

*** ******* ****** ***** is * * **** warranty ** *** **, low ********** ** *** devices ******* **** **** it *****.

Agree
Disagree: 2
Informative
Unhelpful
Funny

"*********** ************ #*" ******** does ***** ******** ********** for *** ********** ******* for ** ** * years.

Agree
Disagree
Informative: 3
Unhelpful
Funny

** ******** ******** *** virtually ******** *** ** purchased, *** *** ****** an ******* ****** ** time ** *** ****** selling ******** ********** *** my *** **** **** clear.

*** **** ******** **** being * ***** ** concerning ******. *** ***** pitch ***** ** ** "this ***** **** **** 7 *****" *** ** by *** ***, ** only ******* ** *** 2 ***** ****** *** pay ****.

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

Agree
Disagree
Informative
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Funny

"Am * ******* ********?", yes *** **"*********** ************" *****? *****? Cameras?

* *** *** *** are ******* ***** **** rocks ** **** * flaw, *** ** *** can *** **** *** report ** *** ***** as *********** ** *** can **.How ***** *** **. "*********** ************"?

Agree
Disagree
Informative
Unhelpful: 1
Funny

****** *** ** ******** being ** *********? ****** clearly **** ******* *** issues **** ***** *** you ***** **. *** a ****** **** * reasonable ******** *** *** call *** ***?

Agree: 2
Disagree
Informative
Unhelpful
Funny

**** *** ************** ******* was *** ******** ** be * ********* ****** but ******* * ***** that **** **** ******* certification *** ******** ** deploy. ** *****-***** ********* are *** ** *** market *** ********* ***** require ******* *********. ** work **** ******* **** new ******** ** **** and ******* ****** ******* to ****** **** ** have ********** ***********. ** seen ** **** ****** it ** ***** **** with **** ******* *** assistance **** ** **** team *** **** ** accurately *** *********** ****** the ********.

********* *** ****** ** warranty, ** ******** ** consider *** ********* ** be *** ***** ********. We *** ********* ** the ********* *** ******* of *** ******** *** therefore **** *** ****** with * *-**** ********. Quanergy's *+* **** ******** is **** **************. ***** LiDAR ******* **** ********* (1) **** ********** ****. They ***** *** **** warranty ** ***** *** labor ***** ***** ******* are ****** ** **** and ********* ********.

*** ****** *** **** proven ** *** ***** with **** *** ***** MTBF. ** **** ******** extended *********** ********** * ***** ** 5 *****, ** **** 4 *****. ** * company, ** *** ***** very ************ **** ***** so ** *** **** stating *** ***** *** we **** *** *** necessary ****** **** ********.

Agree
Disagree
Informative
Unhelpful
Funny

** ** *** ***** space ***'** ********* ** industry ******* ******** **** not **** **** ** be **** ***** **** nicely ****.

Agree: 1
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Informative
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Funny

*** ****

*** ******* *** **** using ******** ***** *** 4 ***** *** ****'** still ***** ******. ****'** in ******* ********* ** a ******** ************** **** exposed ** *** ********. I ***** ** ** perfectly ********** *** ******** to *** *** ******** and **** *************.

******

****

Agree
Disagree
Informative
Unhelpful
Funny

******, * ********** **** forum ***** ** ** as *********** ** ********, but **** **** ***** anonymous ****** *** ** grill ******* *** ******* without ****** *** *****. And ****'* ********* ******* finding ******, ***** ** the *** ****.

Agree
Disagree
Informative
Unhelpful
Funny

*** *** *** **** have ***** **** ****** with ******* ********* - e.g. *** ******* ****** with ****** ** * retail *****, * ****** vs. ** *******... ***** equally ** ****** ** 2 **** ***** ****** which ***** ***º **** 60m ****** *** **** 1/4th ** *** ******** lidars ... ** ***** I'm ******* *********?

** *******, **** ***** and **** *****? ***** also ********** **** *** fog, *** * ******* (might ** *****) *** the ********* ** ***** through **** *******, ***** Lidar *****'*.

Agree: 1
Disagree
Informative: 1
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Funny

*******, ****'* * **** point. ** ** *********, most ** *** ***** devices ****** ** ******** (meshed) ** ***** ** have *** ****** ** per ****** (***** ******) - ****** ******* ** I'm ***** ** * don't **** *** **** radar ************.

**'** **** ****** ******** from *** ****** *********** for ********* ** ***** radar *** ***** *** combined *** ********* ********** using *** ****** ******* Center. ***** ** **** for ****-***** (*,* **)***** LiDAR ** **** ** the "****" *****.

** *** *** ** the ***, * ******* that *** *** ** in ** *********** ****** fusioning ** *** ******** use-cases ** ******* ******** customer *****.

Agree: 2
Disagree
Informative: 1
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Funny

***** *** *** **** a ****** ** **** or ******** ***** ** this ****? **** ***** bandwidth **** *** ****** to *** ******?

* ** **** ********** in ***** *** **** tested ******* ***** ********* the ** **** *** Velodyne *** **** *** Leica ******. **** ******* forward ** ******* **** when **** ** *****. I ***** ****** ***** as ******* ****** ** physical ******** ********* ***** a *** ** ***** and * **** *** the ** **** ** POE ******* ** **'* just **** ********** *** other *** ****** ** the ***** ***** **** tested.

* ***** ** ** hard *** ****** **** don't **** ********** **** 3D/LiDAR ** *** ***** wrapped ****** *** ******** first ***** *** *** some **********. **** ***** adding ***** ******* ** iPADs/iPhones * ***** ** will **** ****** ********** as ******** *** *********** scanners *** ***** **** expensive. ** ******* ***** down * ** *** see *** ***** ***** not ** **** *** every ************ *******. ****** digital ***** ******** ** cm ** *** ******** object *** * *** of *************. ** *** this ** ****** ****** systems ** ** ** we *** *** ******* what *** ****** ***** see ** *** ******* twin.

**** ** *** ****** with ***** ** ** does ****** * *** of **** *** *** need ********** ***** ** work **** *** ****.

**** *** **** ****** images **** *** ***** Scanner.

IPVM Image

IPVM Image

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Informative: 2
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** *******

*** ** ******* **** approach ** **** - we **** ************** ** an ****** ******** **** 3 ***** *** *** modelling *** ********* * helicopter ** *** *** of *** ****** ***** due ** *** ***** restrictions ** *** ****.

****** *** ** ****** these **** *** *** U1 ** ******** *** most ****** ****** *** can *** - *** a *********** *** ** kit ** *** *** hire *** **** * Cinematographer ** **** *** not ***** *** **** are **** ****** **** the *** ****** ****** (Phase *** / *** cameras).

** ****** ***** ** a ******** ******** - that's * ****** ***** approach *** ******* **** we **** **** ** address *** *********** ** PTZ / ***** *** Video ********* *****. **** you *** **** *******, you **** **** ** find **** ** ******** the ***** ****** (****) and **** ***** **** to ******* *** *** best **** *** ********* technologies.

******

****

Agree
Disagree
Informative: 1
Unhelpful
Funny

************** ** ****** **** but ***** *** *****-****. The ****** * ****** are **** ***** * did **** **** **** than ** **** ** capture *** ****, * min ** ********, *** another ** ** *******. As *** *** *** it's *** *** ********* image *** **** ** all * **** ** do **** * **** and ***** *** * lot **** **** **** just ****** ****** ** the ****. * ***** have ** **** **** thousands ** ****** *** use **************. ****** ***, 3D ***** ****** **** many ***-***** *** * see **** ** * great **** *** *** physical ******** *****.

Agree: 2
Disagree
Informative
Unhelpful
Funny

*******, *** **** *****, the **** *********. * do ********** ********'* ******** with * ***** ** a ********** ** ****'** invested * *** **** their ********** ******** ******. 8 **** **** *****'* generate **** **** ** traffic *** ****** **** a *** *** ** that.

***** *** *** **** LiDAR ******* *** ***** providing * ********** ******** to ***** *****.

Agree
Disagree
Informative: 1
Unhelpful
Funny

******** *** ****** *** knows:

***** ***** ******* ******* both * ****** *** an ******** ******* ** function, **** ******* ********* on ********* ********** ********* with **** *****?

*** **** ** ******* now ******* *** ****** of *********** ** ***...

Agree
Disagree
Informative: 1
Unhelpful
Funny

**: *********** #*

**** ****** *** * 360-degree *** *** *** lasers *** ******* ********. The ******* **** ** also ******* ** ******* a ****** ***** ***** requires *** ******* **** of *** ****** ** hit *** ******* ******* path ** ******* ***** becomes ************* ************* ** more **** * *** meters. ** *** ** that, * ****** ***** point **** ** ******** so *** ********** ** enough ***** ****** ** create * **** ****** is **** ***** ******* in **** **** *** emitter *** ******** *** each ***** ** ****** by * ****** ******* subsequent ******.

******, ** *** ******* end ** ** * situation ***** ********* ** a *******, ** ** very ****** ** ***** be ******** ** ***** and *** ** ********* like *** ******* *****. There *** ********** **** where ****** * ********** object ** *** ***** creates ***** **** *** then ** **** **** to *** ********** *********.

Agree
Disagree
Informative
Unhelpful
Funny

** "***********"

****** ********* ******** ******** over * ***** **** the ******** *******, ** have *** **** *** interference ******.

******

****

Agree
Disagree
Informative
Unhelpful
Funny

*** ********* *** **** that **** **** *** create ***** ********, *** did *** **** *** performance ***** ****** ***** rain ** ***? * would ***** ** ***** be **** ******** ** the *** ** *** range ****** ** ******* weather **********, ***** ** is * ****** ***** source ******.

Agree
Disagree
Informative
Unhelpful
Funny

* ***** **** *** referenced ************ **** ******* and ********, *** ******** made ********* ** "*** of ******" ** *** response. *** **** ******* some ********** ****** ** integration **** ***** *** platforms (*.*., ********)?

Agree
Disagree
Informative
Unhelpful
Funny

*****, * ********* **** Quanergy, *** **** *** that ******** ********* ********** with ***** **** ******* and ********* ** ** Witness.

Agree
Disagree
Informative: 1
Unhelpful
Funny

** *******, ** ******, is ***** ******** ** we're ****** ;)

** *** *** ******** integration ** ****** **** Milestone ******** ** **** as **** *** *** (SAIMOS ******* ******).

** *******, ** ** see ** *** *********** Quanergy/Milestone/SAIMOS ***** ** ********** as ***** ** * multi-functional ******, ****** ** being *********** **** ******** illumination.

**** ****, *** ** our ******** ****** *********** came **** ** ** with *** *******, **** the *** ******* ** Qortex *** **** **** to ******* *** **** even ****'* ******* ******** support ***.

****** **** ** *** multi-sensor *******, **'** *********** Qortex **** ********* **** these ***************:

  • ********* ********** / ********* Detection
  • ****** ******** / ******** frequency
  • ********* ********** / **********
  • ********* *********

****** *** ****** *** integrated **** ********.

**** ********* ****** **** our ****** ******* ******, we're ****** *** ********* functionality:

  • ****-**** ****** ******** ******* on * ***
  • **** ******* & **********
  • ***** *********
  • ****** ******** ****** *** map *******
  • ***** ****** ****** ********
  • *** ****** *******

****'* * ***** ******* the ******** ********* *********** and **** ***************:****** ******* ****** ** Milestone ******** ** *****

** ** *******, ******* use-cases ** ******** **************, security, ***., ***** *** be **** **** **Retail, ******* ** ***** ******** environments as it collect loads of valuable data for retailers in real-time.

** *** ****** ******* Center ** ********* *** objects **** ****, ******* geo-spatial ********* *** ** applied ** *** **** set *** ********** ********** intelligence.

**** *** *** *****, we're ****** ** ********* by ********* *** ***** analytics **** *****, ***** also ***** ** ****** false ****** ** ***** video *** ***** ****** within *** ********* ******** Rule ******.

Agree
Disagree
Informative
Unhelpful
Funny

***, *** *********** ********* here ** *********** ** video ********* * ****** ago, *** *** ** a **** ***.

**** ******** *** ****, analytics ******* ***** ***** us, ***********, *****, ***. "Our ***** ** ***** accurate ** *** **** spend ****** **** *** try ****** ****** ** get ** ** ****. Put **** **** ** your **** *** **** your ***** **** ** your ****, **** **** and ** **** ****, etc...."

*** ***** ** **** broader ****, **** *** happened **** ***** *********, calibration ***** **** **** to ** ******* ** eliminated. ****** **** ** disagree?

Agree: 1
Disagree
Informative: 1
Unhelpful
Funny

****

****** **** *** *** MQ8-Ultra **** *** *+ years ***** ** * definitely * **** ** get *** ************ *****. One ** *** **** ways ** ********** **** first **** *** ** one ** *** ******* deployments **** *** ***** electrical *********** **** *** 6e ***** ***** ** all *** *** ****** by *******. ****** * Cat * ******** "******" which ** *** **** you **** ** **** in *** ****** ** a ***** ************* ******* at ****.

****** **** - ** the ***** ***** **** not **** **** ** the **** ****** *** get ********* ** ****, then *** **** **** accuracy ****** *** ************. Getting ** ********** *** need ** ****** ***** and ** * **** good *********** ** *** key ****.

** * ********* ** an ******* *******, **** is *** *** ** world *** *** ***'* approach ** **** *** same ***** ** ******** that ****** ** **** PTZ / ***** *** Video *********.

** **** **** * 3D **** ********* **** that ***** * *** re ******* * ***** scan ******** *** ******* the **** *** **** of *** ****** / floor ******. *** ***** a *** ** **** and *** ***** ** ensure ** *** * very ******** ************* ** the ** ***** ***********.

******* *** *** ***** will ** * **** that ****-********** *** ** the ******* ********* *** takes *** ** **** into *************.

******

****

Agree
Disagree
Informative
Unhelpful
Funny

*** **** **** ** your **** *** **** your ***** **** ** your ****, **** **** and ** **** ****,***...."

** ****** ** **, it *** **** ******* good :)

Agree
Disagree
Informative
Unhelpful
Funny

******, ******** *** ***** PTZ ******** ***** ***** cameras ******** ** ******-***. Users *** ****** ******* to ***** ******** ** create ***** ***** ******* auto-tracking (*** ****** ******** starts ********).

**** ***** ***** *** auto-tracking ** ***:

**** ******** ** ******** in ****** *.*, ***** requires ****** **.**. *** previous **** *** ********* using *.* ** ****** 16.

Agree
Disagree
Informative: 2
Unhelpful
Funny

***** ***** *** *************** have ***** ********* / challenges, *** **** *** well / ********* **** will **** **** ******* ONVIF ****?

Agree
Disagree
Informative
Unhelpful
Funny

*********** ** ********* ******** is ********* *** * plugin **********, ***** ***** ******* Center ********, ***** ** *********** a****. ******* ****** ******** map *********** ******* ** Genetec, ******* ****** ********* on *** ***.

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

** ** *** *** SAIMOS ******* ****** ** GIS (********** *********** ******) with ***-******* ********* ****** than * ****. ** that, **'** ********* ********* VMS, *****, ***** ********* with *** ******** *** technologies ** **** ********** together.

*** ******* ****** *****'* provide **** ************* ** you'd **** ** ********, for *******.

Agree
Disagree
Informative
Unhelpful
Funny
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