BBC Featured Deep Learning Face Recognition Analyzed (Digital Barriers)

Author: Brian Karas, Published on Aug 30, 2017

The UK's largest broadcaster, BBC, recently featured Digital Barriers (also based in the UK) on a segment highlighting face recognition technology. The TV segment showed Digital Barriers' SmartVis Face being used to monitor public spaces for appearances of "terrorist watchlist" suspects.

Digital Barriers claims the use of deep neural networks is extending the capabilities of their SmartVis Face product, allowing them to achieve new levels of performance and accuracy.

This report analyzes the SmartVis product, based on conversations with Digital Barriers, and outlines where the company says the product has made advancements, and where limitations still exist in facial recognition.

*** **'* ******* ***********, ***, ******** ******** ******* ******** (**** based ** *** **) ** * ******* ************ **** *********** technology. *** ** ******* ************* ********' ******** ********* **** ** ******* ****** ****** *** *********** ** "********* watchlist" ********.

******* ******** ****** *** *** ** **** ****** ******** ** extending *** ************ ** ***** ******** **** *******, ******** **** to ******* *** ****** ** *********** *** ********.

**** ****** ******** *** ******** *******, ***** ** ************* **** Digital ********, *** ******** ***** *** ******* **** *** ******* has **** ************, *** ***** *********** ***** ***** ** ****** recognition.

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

SmartVis ********

********** ******* ********' ***** ********* ******* ****.******** ****** *** ******-*********** *********, ***** ** ***** ** ********** ******* Barriers******** **** **************** ****. ***** **** ***********, *** ******* **** **** **** re-engineered *** ******** ** *** ********, ********* *********** * **** learning ***** ** *** ****** ** ****** ****** ***** ** non-optimal **********.

******** **** ** * ******-***** ******, ********* ******* **** ********* cameras ** **** ****, *** ********** ****** ** **** ***** on ************* ******** *** ******** (** *** ********) * **** against * ******** ** ******** *****.

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

******* ******** ****** **** **** **** * **** ******** ******** to ***** * ****** ******* ** ********* ***** ** ******** distinctive ******** **** ************* ******* *****. **** ** ** ******** to *********** ******* ***** ********* **** ** ******* ********** *** distances ******* ******* ********** ** * **** (*.*.: ******* ******* eyes, ******** ******* **** *** ****, ***.).

*** **** ******** ******** ****** **** ** **** * *****, or * **** ** * ***** ****** ** ******** ** previous ********. **** **** ******* ****** ******** ***** **** *** view ** *** **** ** ************* ********* **** *** *****(*) used ** ****** ** ** *** ********.

* ***** **** ** ******* ****** ******* ****** ** *****, instead ** **** **** * ****** "**** ****", ***** ******* Barriers ****** **** *********** ** ********* ******** ** *** ******, and *** ***** ** ********, ** *** ****** ***** **** multiple ***** ** *** ****, ********** ********* **** **** *** the ******** ********* ** *******.

******* ******** ****** ***** ************ ***** *** ******* **** ****** for "***-*********" ********, ***** * ****** *** *** ** ***** a ****** *********** ****** ** ** ***, *** **** *** not ***** ** "******" **** *** ****** ** ******* ******** at * ****** ** ******* ******* * **** ******* ***** point.

Field ** **** **************

*** ********* ***** * ******* ** ** ****** ******* *** eyes (~*** *** / ~*** ***) *** ******** ***********, *** will *** ******** *********** ************ ** ** ** ****** ******* the ****, **** ****** ******* (*.*.: ** ******) *** ******** any ********** ******* ** ********.

** ** * ***** ** *** ***** ** **** *** be ************** ********.

***** ***** ** ** *********** ******* ********** *********, *** * face ***** *** ***** ************ ********* **** ** ********* ***** 1080p *******.

Enrolling *****

***** *** ** ******** ** *** ******** **** ****** ****** uploaded ("********"), **** * ****** ******** ** * **, ** from ** **** ***** ********. *******, ******** *****/****** ** *** face *** ******** *** ******* ******** ** ******** *** ******/**** later.

Server ************

******** **** **** ** ** *****/******* ***** ******** (** ** i7 *********), *** **** **** ** ********** *** **** ****** network *********. ******* **** ********* *** **** ******** *****.

***** ****** ************ **** **** ***** ** *** ****** ** channels, **** ** *** ******** ***** ********, *** *****/****** ***** desired ** *** ********. ** ******* ****** **** * ****** GTX **** **** ** ********* *** * *******, **** * database ** ~*,*** ***** *** ****** ***** ******* ** ****-**** (<1 ******). ********** **** *** ** ***** ** ****** **** streams **************, *** *** *** *** ************ *** ******** *** large ********* ** ************ **** **** **** ********** ** ******.

*******

***** ****** **** ~$*,***-$*,*** *** *******/******, ********* ********* ** *** size ** *** ****** ******** *** ******** ***** ** ********. The $*,*** ***** ** **** ******, ********* ** ******* ********, for ********* ******* ********** ** *** ***** ** ******* ******* to ~*,*** *****.

Sales *******

**** **** *******************, ******* ******** ***** *** ******** ********* ******* ******** ******** integrator ******** ********.

Software - **** ******** *** ** ********

***** ******** **** **** ******* * "**********" **** *********, ********* to ******* ********, **** ********* *** *** ******* **** ** an ****** **** ****** * *** ***** **** *********, ***** could ** * ***, ** **** ***** ***********-******** ********. ******* Barriers **** **** ************ **** ***** **** ********* *** *******, as **** ** **** **** *********, *** *** **** ****** customers **** ****** ***********, ** ******, *** ********** *****. *** company ****** **** *** ** *** ******* ** ***** ******** base ***** ****** ** ** "********" *******, *** **** ***** should ****** **** ****** ** ****** *********** ** **** ***********.

*** ******* **** **** *** ******* ** * *** ******** release **** **** **** **** ************ ** *** *****-***** ******* to **** ** ********* ** * ******* ******** ****.

Upcoming ********

******* ******** **** **** *** ******* ** ********* ***-**** ******* is ** *********** *** ****** **** ****-********. **** ** **** intended ** ***** ** ** ********** **** * ****, *** more ** ** ***** ****** ** ***** **** *********** ** things **** *********** ** ** *****/******** ******, ** ******** **** to ******, ***.

Face *********** **********

**** *********** ******* **** ***** **** ********** **** *** *****. Some *** *********: ************ *** *********** **** ****** **** ******* surveillance ****** ******* *****, ************ *** ******* ********* ** *******, inabilities ** **** **** **** ***** ** ****. ***** ****** are ******* ******** **** ********, ** ****** ****** **** **** or ******* ********* ***** *** ********** *** ******* **** ******* a ***** **** ** *******. *******, **** *** **** *** systems ****** ** ******, *** ********** *** ******** **** * person ** * ********* **** ******** ** ******** ** **** do ****** ** *****.

**** *** *** ****** *** **** *********** *******, ********* *** the ******* ******** *****, *** ****** ******* ** *** ******** Face *** ******* ** ****-***** *********** ** ***** *******, ** to *** *** ************ *****.

Other **** *********** *********

******* ******** ** *** ***** ** *** **** *********** ******** space. ********* **** **********,*****,******* **** ********* ******** **** *********** ************ ** **** ** their *********. ************,******** ********* **** **** **** ********* **** *********** ************ ********.

** *** **** *** ********** ******* **** * ***** **** recognition *******, ****** ***** * ******* ********* **** **********.

Comments (15)

* ****** **** ** **** ********* *** **** ** *****. They **** *************. ** **** * *** **** ** **** to **** ******** **** ***** * *-**-* ********, *.*. ******* an ****** **** *** *** ***** ********** ******** ** **. They ***** ****** "** *** ****". ********** **** ******.

**** **** ***** ** **** ********* *** ******* ** *** office. *'* ****** *********. ** **** * *** ***** (****-****) to ***** *** ****** *** ***** *** **** ********, ****** to *********** **** ** *** *****, *****-********** *******, *** ******* 10 ******* ** ** *** ***** ******. **'* *** ******* reliably ** **** ** ******** ********* **** ****** * ******. NEC ***** ** *** ** *** **** ** *******, *.*. it ***** ****** *** ******** * ***** ****** **'* ********** sure **** ** *** ***** ******. **** **** ** ********** track ****** - **** ********* **** ********* **** ******** ** people.

*** ************* ********* *********** **** *********** ****** **** *** ** NIST **** *********** ****** ****.

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

*********, **** ********!

**'* *** ******* ******** ** **** ** ******** ********* **** toward * ******.

****, **** ** **** ********* *****? **'* **** ** **** people **** ******* *** ****** ** * **** *****, ************ surveillance ***********?

****, *** ***** ** *** **** ** ****** ** ****** up? *** **** * ****, **'* ****** ** *** **** results **** * ***** ********* *** * ***** ****** ** people ***** ********** *** *** ** ** * ***** ***** application **** **** ** ********* ** ********* ****** ******* ***** and ******** ** ****** ** * ********* *** **'* * lot ******.

****** *********** ******** *** ******** ******* **** *** **** *** years, ** **'* ** ******** **** ***'** **** ******* **** a **** ****** ********.

***** **** ** *********, * **** *********** **** ** *** recent "***** ** ***** **********" ****. *****://***.****.***/********-********/****-*****-**********-****

> ****, **** ** **** ********* *****? **'* **** ** make ****** **** ******* *** ****** ** * **** *****, uncontrolled ************ ***********?

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

- *** * ******* **** ******** ******* ***** **** ** the ******, **** *** ****** ** ****** ** **** **. For ********, ** ******** **** (*** * **********), * ******* message (*** ********* *********), * **** ******** ** *** ************ camera (** * ****** *********** ** ***** *****), * *****-**-***-*** for * ******, **** ****** (** * ***) ***.

- *** *** ****** **** ** ** ********, * **** bell, ** ***** ****** **** * ****** **** ********* **** when *********** **** **.

> ****, *** ***** ** *** **** ** ****** ** scales **?

* *****'* ****** ** *** *** *** ****** ******* **** designed ** ***** ** ******** ** ********. ***** ********* ************* is ********* *** ***** **** ** ******* ** *** ** achieve **. **** * *********** ********** ***** ******** ******** ************ is ***** ******* ** **** (**** ****** ** *** ******* for *** *** *******). ** *** *** ********, *** **** report ** **** ****** ** ****** **** ********.

> *** **** * ****, **'* ****** ** *** **** results **** * ***** ********* *** * ***** ****** ** people ***** ********** *** *** ** ** * ***** ***** application **** **** ** ********* ** ********* ****** ******* ***** and ******** ** ****** ** * ********* *** **'* * lot ******.

***, ****'* **** *** ** **** *** ****** **** *******, e.g. *** ********, ****** **********, ***. ***** ***** ***** ***** easily *** *** ** ******* *** **** * *****-******* ******* systems *******. *'** **** ** ** ****** * ***** *** at ***** ******* ***** * **** **** ** **** *********** servers *** *********** ****** ***. (* ***'* ******* **** ******.)

********** *'* **** ***** ** *** *** ******/****** ****** * solid ***** ****** ** ***** ***** ** ***** ********** *********. Of ****** **** ** * ******** ********** ***********. * *** months *** ***** *** **** **** * ****** ** ** was **** ** ****** * ******** ******* ****** ************. **** was ***, *** ****'* *** * ****** ********** ** ****** it *** ******.

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

- *** * ******* **** ******** ******* ***** **** ** the ******, **** *** ****** ** ****** ** **** **. For ********, ** ******** **** (*** * **********), * ******* message (*** ********* *********), * **** ******** ** *** ************ camera (** * ****** *********** ** ***** *****), * *****-**-***-*** for * ******, **** ****** (** * ***) ***.

* ***** ** **** * ****** *** ******* * **** heard **** ****** **** ***** ****** *** **'* ********* **** to ********** **** **** ** '**** ** *** ******' *********. It, ** ******, ******* *** *** ******* / ********* / adversary ** *** *** **** ** ************ ******** **** *** often ** **** ***** **** ** ** ***** ***** *** staring ** ** ********* *******, ******* ********, ***.

* ***** ******* **** ******** ******* **** ***** **** ****** would **** **** ****. *'* ******** * ******** ** ******** door ***** *** ****** ** ******* ** * **** ** about *.* ****** **** ******* ******** ** *** ******. ** people **** ** ***** ** **** *** ****** ****** ****** see ***** ****. ********* ******* *** ******* **, ** ***** to *** ******* ***** ***** ** **** **** *.* ******. not ****** ******** ******* ** *.* ****** ** ********* *** I ***'* *** *** ***** *** ** *** ****** ** 'look' ******** ** *** ******

****, ******, ******** ******* ***** **** ****. *** #* ********* to **** ** ********* (********* ********* **********).

*** ********* ***** ** **** **** *** ****** ** ******* lower ****** ***** ****** **** ******. * ****** ******* ****** has *** ******* ** ********* **** '****' ****** *** ****'* a ********* ***** ** **** *** **** *********** ** *** have * ******** ***** ******** ****** **** ********* ** ******* by **************.

> *** **** ** ************ ******** **** *** ***** ** such ***** **** ** ** ***** ***** *** ******* ** at ********* *******, ******* ********, ***.

***'** *****, ********* ******** ********* ** *** **** ***'* ****-***** yet *** ***'* ** *** **** **** *****. *** * think ***** *** ***** ******** ************* **** *** **** **** less-than-perfect ********, *.*. ******.

** *** ** ******* **** ** ******** ***** ****, ***** are ******* ********* ** *** ******** ******* ***** **** ** animated **** ** **** ****** *** ****. ***** *** ********* designed ** **** *** ****** ** *** **** ******** ** the ******, *** ***** ***** ******.. ****** ********* ******* ***** be ****** ****** ***** *** '******* ***********'.

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

** ******** ***** ****, ***** *** ******* ********* ** *** passport ******* *****

* ******* **** ***, ** ***** ************, *** **** *** law *** *********** ** ******* **** ***********. ***** ** ** harder ** ** **** ********** ************ **** * **** ** a ***** ** * **** ******, ***.

***** ***% **** *** ****. *** ****'* *** ********** ******* a **** *** **** ******.

**********, * ****** *** ************ *** ****** ******* **** *** Face ********* *** **** *** ** ***** ** *** ****** of **** ****, * **** ***** *** ****-**** **** *** firehouse ** ****.

******* *** ***** ** ******** ********* ** ************ ************ **** uncooperative ********. * ******* *** *** *** "****-**** ********" ** a *****-*** *********** ** **** ***** **** ** ******* */* specially ****** ******* *** ******** *** *** ** **** ** analysis ***** ******* ** *** ********* ** *** ****** *** a ******* ** *-* *******. **** **** *** ** **** there *** ** **** *********.

**** ***** ***FACIAL ************ ** *** ******** *********, *** ***'* **** ****-**** ******** ******. You ****** *** ** *** ***** ******* ** ****** *** weed **** *** *** ****** ** *** **** ** ****-****. Just **** "*" ****** *** **** *******, *** **** *** the **** ** ***** *** *** ****** *** **** *** don't **** ** **** *** **** **** ****, **** ********. Take ** *** **** ** **, * ****** ****!

**** ***** ***** ** ***** **** ****** ** ***** ***** are ********** ************ *** ********. *** **** ** **** **** in *******, **** ****** ***** ** **** ***** ** *** specially ****** **** ****** ***** ** ******* ***, ** ** a ****** ******* *** *** **** *** *** ********* ** do *** ***** **** **** ****** *** ********* *********.

*** **** *****Face ****************** **** ***** ** *** ** ***** **** **** ********? Simple ****** **** *** ***** *** ** *** ********* **** the ******** ** **** ******

  • ****** ******** **** ** ***** ***** ***** ***** ** ********
  • ****** ******** ** **** *** ****** *** *** ******** *****
  • *** ** *** **** ***** ****
  • ** ****/*******/*******
  • ************* - ***** *** ****** *** * ********
  • ***** ******* ** *** **** *** ***** *****, ***** **** high **********

**** * *** ** **** **** *********, **** **** **** you **** ** *** **** ** ********.

**** ******.

**** * *** ** **** **** *********, **** **** **** you **** ** *** **** ** ********.

*** ********* ********* **** ****, **** ******* **** *********** ** deep ********, **** **** **'* ****** ** **** **** ** cameras ***'* *** * ***** ****. *** / ** ** wear * *** ** **********, ***. ** **** *** **** a ******** ********** ** ****** **** ***.

** ******, ** *** ********* **** ***********, *********** ************** ******* would ***** **** ****** ********. **** *****, ******.

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