******** **. *********
*** ******* ******** ******* ** ***** of *** ******* ***** *** *** ** ***** used ***:
- ******** - ********* * *** ** images ** ***** ************* ** *********** among ****
- ********* - ********* * ***** ***** (or ******* ** ** *****) ** learned **** ** ******** ** ******
******** ** **** ********* *** ****-********* **** ********* in *** ******* ******** ***********, *** will **** ** *** *** **** processing *****. ** ******, *** ***** GPU *** ** **** *** ****** function, ****** ******** ** **** *************** intensive *** * *** ********* *** training ************ ***** ****** ** ******** for *********.
Product ******
*** ********* ***** **** ****** ***** *** **** are *********** ***** ******** *** ************ applications:

**** **** ** *****, *** ***** shows ******** ** ********** ******* *****, which **** ***** ** ********* ** higher ****, ****** ***** *****, *** larger *********.
GPU *************
******* ** *** ***** *********** ********** by ***** *****/******** (*.*.: *******, ****, Xeon), ****** *** ***** * ******* ********. Nvidia has ***** *** ************* ******** **** (ranked **** ******/**** ******** ** ******/***** powerful):
***** ******* ********* ***** **** ** variants **** *** ********* *** *************. And ***** **** *** ********* *** **** as ******** **********, *** *** ***** sells ****, *** ******* **** ** come ** **** ** * ****** circuit ******** ** ***** *******, ********* on *** ******** *** ****.
Product ********* - **** ******** **** ***** **********
*** ***-***** ******** **** ********** ** ***** ************ ***:
- *****- *** **** *** *******
- ****** - ****-***** *** *** *******
- ******* *** - ***-******* ******** *****
- ******- ****** *********** *** ******** *****
- ***- **** ***** ******** ******** *** ********* developers
**** ****** ** **** ** ***** is ********* *****.
Tesla - *******/****
*************** ** ********* *** **** ****** option *** ************ *****. ** ** ********* sold as * **** **** ** ** installed ** * ******, ** ** NVRs ******** ** *********** * *** card, ****** * **** ****** **** interfaces ** ******'* ****** ***, ***** ****** ****** ************ ********* is **** ********* *** *********** ************.
****** *** ** **** *** **** ********* *** training, ********* ** *** *****. *** most ****** ****** ********* ******** ** surveillance ************ *** (****** ********* *** platform, *=*****, *=******):
- ****- ******* **********, ******* *****, ******** to ******** *&* ************ ********* *******-********* training. ~$**,***+
- **** - ******** *** ******** ***, ~$*,***-$*,***, depending ** *****/*********
- ***- **** ******* ********/*********. **** ** high ***** *******, ******* **** ***** do ******* ******** ** **** ** inference. ~$*,***
- **- ********* ************, **** ****** ** NVR ******* ** ********** ******** ****-******** applications (*.*.: *********** ******, ******** *********). ~$1,900
***** *** ********* ******* *** ***** ****** *********, ****** ***** *** **** ******** used ** ***** ************, ************ *** Kepler ****, ***** **** ********** **** as ******* ******* ************ **** ******* learning/deep ********.
*******, ***** ***** ** *** **** common ****** ***, ****** ** *********** the ************* ** **** ******** ** to *******.
Jetson - *********** *******
******** ******'* ****-************ ****, ******** *** ******* running **-***** ****-******** *********. ***** **** in *** ******, *** *** (******* architecture) *** *** *** (****** ************).
***** *** ****** ****** ** ****** powerful, ** ** ****** ($*** - $500 ***** ********* ** ******), *** rather ***** (** ** * ** mm / ~*" * *.*") ******** to *** *********** ********* ***** ****** modern ************ *******. ******** **** ** Nvidia's trade **** ***** ***** *** ****** modules **** ********** ****** **** ******* cameras. *** **** **** ******* *** entire *** *** **** **** **** advanced *******, ****** ** * **** costly ********* ** ******* ** * price-driven ******.
GTX - ******** *****
*** ******** *********** **** **** ******** *****, but *** *** ******** *** ****-******** use ********, ** ****** **** *** **** these *** *** **** *********** *** environmental ***** ** *** ***** *****. However, ***** ***** ***-**** (********* ***** $500), *** *** **** **** *** the **** **** ** **** ** the ***** *****, **** ************* *** using *** ***** ** *******.
Quadro - ******** ******** *****

****** ***** *** * **** ** from *** *****. **** *** *********** intended *** ******* *********** ************, **** the ******* ****** ***** *** ***** like *** ********* ** ** ********. However, **** *** *** ******** *** more ********* *****, *** **** * better ******** **** *** *** *****, making **** **** ******** *** ******* when *********** ****** ** * ***** is ********, *** ***** **** ** key. ****** ***** ********* ***** **** $500-$1,000, *** *** ** ****** *** advanced ******.
******** ********** ****** ***** *** ***** ********** ****** **********.
DGX - **** ****** / ******** *&*
******-* ***** ** **** *** ******** **** massive ******* ** ******* **** **** to ** ********. ****** ***** **** ~$100,000-$150,000, ****** ** **** ********** ** organizations ******* ******* ** ****-********, *** developing ******** ****** *** **** ******** than **** ** ********* **** ** the ******** ********. ** ** *********** an ***** ****-***** ****** **** ** to * ***** **** *******.
GPU ***** - ***** *********
****** ** **** ********* * *** Cloud, ***** ********* ******** ** ** Nvidia GPU ******* (***** **** *** ****** devices) ** * ******, ***** ********** can *** ************ **** ******* **** GPU ************. **** ******'* *** *****, or ****** ****** ******* ********, ***** can ******** ****** *** ********* *** *****-**** or ****-**** *****. *** *******, * developer ******** ** *********** ******** ** run ** * ****** ****** ***** use *** ***** *** *** ********* training *******, *** **** **** *** output ** *** ******** **** ** the ***** ** *** ** *** Jetson ****** *** *********. ********** ***** also ***** ***** ********* ********* **** analyze ***** ***** **** ******* *** object ********* ** ***** ********, ********** the **** *** ********* **** ** the ******, **** ** *** ******** that****** ****.
Rival GPU *******
*** [**** ** ****** *********], ******** competitor ** **** ****** *** ***** **** has ********* * **** ** ***'*, though ***** ******** ** **** **** limited **** ******'*. *** ********* ****** 3 ******** ** *** ****** ******* [**** no ****** *********] *** **** ** * PCIe **** ******, ****** ** ********* suited *** *********** ********** ************ *** roughly ********** ** ****** ***** *****. *** has **** * ****** ********** ** ****** in *** ******* ****** *** ***-***** video *****, *** ** **** *** seen *** ***** **** *** *** two ********* ***-******** ***** ******* **** other *** ********* ************.
*****'* ******** *** ******** *** ****-***** ********** ******, developing ***-***** ***'* *** *** ** smart *******, ******, *** ******* *******. The ******** ***** **** ******** ************ for ***** ************, *** ******* ***** capabilities ***** ** ******** *****, ***** the ****** ****** **** ****** ** * more ******* ******* ******. ***** ***** and ***** ******** ********* **** *** Movidius ***** * ********* ****** ********** to ******.
****** **********
****** **** *** ************ ****** ** ** opportunity ** **** ***** ******** **** previously ******** ********. *******, ****** ** **** used ** ***** **** ** ******* high ****** *** ***** ********, ***** is ********* ** ** ** ********. When *** ***** ** * ** card ***** ** ******* ***** ** the **** ** *** **** ** *** hardware *** *** ****** ** ** installed **. *****'* ******* ** *** ******** industry **** ****** ** ****-******** ********* finally ****** ******** **** **** **** analytics **** **** *** *****, ***** the ******* *** ****** ****** ******* over.
Comments (8)
Undisclosed Integrator #1
Great article and very technical as always. I was not even aware of the DGX. Do you feel there is a future in deep learning for surveillance or is mostly hype at this point? How far out do you think it is before something truly useful is available?
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Undisclosed Integrator #2
Surprised no one is mentioning this alongside the Nvidia/HikVision Supercomputing partnership, or HikVision's new "Deep Learning" NVRs.
If HikVision becomes capable of delivering better analytics at scale it could be another game changer for the monitoring side of the security industry.
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https://ipvm.com/reports/hikvision-nvidia
https://ipvm.com/reports/hik-deep
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Marty Calhoun
Thank you # 2
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Dennis Ruban
Does anybody know if Hikvision iVMS software utilizes GPU at all? We're about to buy several agent computers, and I'm wondering if I should pick the discrete graphics card or rely on embedded intel one
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