Hikvision's ImageNet Win Analyzed

********* ** ******* **** to **** ** ****** and *** ** ***** analytics.

*** ******* **** ** Hikvision touting [**** ** ****** available] ***** #* ******* for ********** *********.

** ***** * ******** vision ********, ****** ** ImageNet, ** ****** *** results *** ****** *********'* performance. ****** **** ****, we ******* *** ******** *****, how ********* ***, *** role ** **** *** what **** ***** *** Hikvision's ******* ** *** video ********* ******.

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

Executive *******

*** ******** ***** ** *** academic's ******:

• *** *** ************** *** Hikvision *** ***** ******** access ** ****, *** critical ************** ** **** competitions.
• *********'* ********** / ********* approach *** ***** *** credible *** ****** ******** computer ****** ******** **********.
• *********'* *** ** ** area **** ***** ********* application ** ***** ************ while ********* *** *** enter *** *** ********* that ******** **** *****.
• *******, **** *** * solid ********* **** *** Hikvision *** *** *******, by **********, ** *** prove **** ***** ***** technological ************.

#1 ** ***** **************

********* ******** *** *** score ** *** ***** classification *********. *** **** practical *********** ** ****** style ***** ******, *.*., enter ** * **** like '**** ****' ** 'rainforest' *** *** ****** of ***** ******.

*** ********* **** ******** of ****** **** ********** ********, ******** ** ***** are ***** *****:

*********'* ***** ** .**** in ***** ************** ******* translates ** ***** **% accurate ** ******** ** image ** *** ***** 5 *******. **** ***** signal ********* ****** ************ in ***** ************ ********* but ********* ** ***** surveillance *** ***** ** unchanging *** * ***** fixed ****** ** ********* scenes ** **** *********** useful.

#2 ** ****** *********

********* **** **** ** second *** ****** ********* across "*** *****-***** **********" **** * ***** of *.**. *** ****** explained **** ***** ** average **% *********** ** detecting *** ****** ********* (CMU *** ***** ** 66%). *******, ***** ****** per ****** **** ************* as **** ******* *** very **** *** *** system ** ********** ****** (e.g., ****** *** **** given ***** ***** **** and **** ********) ***** others *** **** ****** like ******** (**** ****** size *** **** ******** texture).

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

** *** * **********, only * ** **** used ***** *****, *** others **** **** ******. Unfortunately, ********* *** *** enter *** '****** ********* **** *****' *********. *** ****** noted **** **** ************* limit ******* *** ** resource ***********. *******, *** video *** *** ********* the **** ******** *** also ********* ****** / lower ********** *****.

GPUs ***

*** ****** ********** **** GPU ************ *** *** key ******. *** *******, they ********* **** ******** students ******* ********** *** access ** **** ****. The **** **** **** have, *** **** ******** that *** ** ****, the ******* *** ******** can ** ********, ******** for **** ******* **********.

*******,********* *** ****** *** ****** to ****** ******* *** ***** *** first ** ***** *** one ** *** ***** globally ** ****** ******'* DGX-1, ***** ****** ******* as '*** ******* ** a ***'. *** **** test, ********* ******** ***** '*****-***** ***-******** *** ********'. ** ********, *** ****** noted **** **** *** top ******** ************ ************* in **** ********** **** limitations ** ********* ****.

**** *******, *** ****** noted **** *** **** difference ** *********** ******* 'poor' ******** *** '***' entrants *** ****** ** *** availability.

*********Hikvision ********

** *** **** ****, the ****** ********** **** Hikvision's *********** (***** ** *** *******) ****** * ********, modern ******** ** ****** and ******** ***** *******. Also,**** ** *********'* ********** deck ** *** ******** results.

Questionable ************* ** ***** ************ ********

*** ****** ********** **** all ************ **** *********** to ******** ***** ******* to *** **** **** sets ***** *** **** is ** *** *** competition. *** ****** **** that **** **** ** broad '****-**********' ***** ***** lead ** ************* ****** results ** **********.

** *** ***** ************, the ****** ********* **** difficulties *** *************** ******** to ********. ** *** positive ****, **** ***** surveillance, *********** *** ** made ***** *** **** and *********** ** ******* (like ****** *** ****) that ***** **** ********* and ************** ******. ** the ********, *** ******** images **** *** ****** resolution, ****** ******* ***** and ******* *** *** light ******** ** ** wash *** ****** ** video ************. ********, ***** *** no *********** ** ******* / ********* ********* **** they ***** ** ** a ********** ***** ************ deployment.

Good ***** ******** / **** **********

*** * ******* **** is **** ***** *************** for *** **** ******* and ***** *********, ***** ranked ***** ***, ** some ***** *****, *** research ************ *** ****** companies ** ************ **** for ********* ***** *****. Moreover, *** *********** ****** from ***** *** ********** will ********* **** ******* developing ********** *********.

Not ****** *** ***** ** ******

** *** ***** ****, the ***** **** ******* directly ************* ** ********** video ************, ***** ***** much **** ***** ****** and ************* *** *****. However, ********* ********* *** the ********* *** ************ plus the ****** ****** ** dominate ***** ********* ** their ******** ****** ** watched *******.