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 *******.
Comments (4)
Undisclosed #1
Good Analysis.
Do you think that Dahua's recent LFW win, is more pertinent then to surveillance video? Maybe your ImageNet expert is qualified to assess that test as well?
Dahua Technology Sets New Record For LFW Facial Recognition
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Undisclosed Manufacturer #2
Amended:
Hikvision received the top score in the scene classification challenge. The most practical application is Google style image search, i.e., enter in a term like 'Chinese Government Target #1' or 'Chinese Government Target #2' and get images of those scenes.
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Christian Laforte
Very interesting article! Hiring a computer vision academic for this article was a brilliant idea.
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