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About the frame rate problem of crossroad_camera_demo

STATEABC
Novice
1,092 Views

I am using FPGA AI Suite to run crossroad_camera_demo in OpenVINO.

 

The models I use are:
person-vehicle-bike-detection-crossroad-1016
person-attributes-recognition-crossroad-0230
person-reidentification-retail-0288

 

The device of person-vehicle-bike-detection-crossroad-1016 is HETERO:FPGA,CPU, and the devices of person-attributes-recognition-crossroad-0230 and person-reidentification-retail-0288 are CPU.

If all three models are run on the CPU, the average frame rate is around 45
If the main recognition model 1016 is run through HETERP:FPGA,CPU, and the other two are run through the CPU, the frame rate will not exceed 20

 

But the person-vehicle-bike-detection-crossroad-1016 model is not divided into many subgraphs. According to the message printed in the terminal: The input graph is split into 2 subgraph(s), CPU 1 FPGA 1.

I want to know where else will affect the frame rate of the model? And how can I improve the frame rate?

 

Any help would be greatly appreciated, thank you!

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3 Replies
JohnT_Intel
Employee
924 Views

Hi,


May I know which AI Suite version, FPGA board and bitstream are you using to run the demo?


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JohnT_Intel
Employee
846 Views

HI,


Can you provide me the detail information on the bitstream and board use to performed the testing?


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JohnT_Intel
Employee
752 Views

We do not receive any response from you to the previous question/reply/answer that I have provided. This thread will be transitioned to community support. If you have a new question, feel free to open a new thread to get the support from Intel experts. Otherwise, the community users will continue to help you on this thread. Thank you.


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