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Open nunux13 opened this issue 6 years ago • 5 comments

Hello,

Many thanks for your code.

Got about 15 FPS, using USB Webcam on Rpi 3 B+ and 2 ncs2. Have you bench using 4 ncs on rpi ?

I use https://github.com/umlaeute/v4l2loopback to feed trafic cam view.

I get better result starting cam in 640x480 and cropping like this:

color_image=cv2.resize(color_image,(532,400)) color_image=color_image[100:100+300,116:116+300]

I also try to use the script with yolov3 but got buffer overflow.

Regards,

Pierre

nunux13 avatar Dec 31 '18 12:12 nunux13

@nunux13

Thank you for giving feedback. I am just implementing MultiProcess + YoloV3. And thank you for providing very useful information.

Have you bench using 4 ncs on rpi ?

I plan to give it a try as soon as I finish implementing MultiProcess + YoloV3.

btw, Japan is a new year in just 2 hours.

PINTO0309 avatar Dec 31 '18 13:12 PINTO0309

@nunux13

NCS2 x4 + RaspberryPi3 ---> 24 FPS The ARM architecture CPU does not seem to be able to demonstrate sufficient performance.

By the way, implementation of YoloV3 's MultiProcess is also over. https://github.com/PINTO0309/OpenVINO-YoloV3.git YoloV3 + NCS2 x4 + RaspberryPi3 ---> 1.7 FPS

PINTO0309 avatar Jan 01 '19 06:01 PINTO0309

@PINTO0309

May you achieve the goals of your life this year. Happy New Year!!

NCS2 x2 + ODroid XU4Q on Debian ----> 20 FPS

ODroid XU4Q is ARM based with USB3 ports so I bet we get USB2 throttling on Raspberry 3B+

I will order 1 more stick to reach my goal of 30 FPS

Regards,

nunux13 avatar Jan 02 '19 15:01 nunux13

@nunux13

Only performance tuning is over. MultiStickSSDwithRealSense_OpenVINO_NCS2.py

  • Youtube (RaspberryPi3, NCS2 x1, 24 FPS) https://youtu.be/Xj2rw_5GwlI

  • GIF 24

PINTO0309 avatar Jan 04 '19 12:01 PINTO0309

Wonderful !

nunux13 avatar Jan 08 '19 11:01 nunux13