Increase FPS for yolov8 model on imx8m plus

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Increase FPS for yolov8 model on imx8m plus

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niravdesai
Contributor I

Increase FPS more than 25 from 2 FPS with yolov8n_full_integer_quant.tflite model with NPU in imx8m plus.

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niravdesai
Contributor I

In attached model, Code and video I am getting 3.5FPS I want to achieve 10FPS on imx8mp. please suggest optimization areas to achieve 10 FPS.

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Bio_TICFSL
NXP TechSupport
NXP TechSupport

Hello,

Please check the example of yolo on the Machine Learning documentation:

 https://www.nxp.com/docs/en/user-guide/IMX-MACHINE-LEARNING-UG.pdf

 

regards

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niravdesai
Contributor I

in this model I am getting proper FPS but in yolov8n not. so is there any way to optimize yolov8n to get FPS equal to yolov4.

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niravdesai
Contributor I

Updated yolo8n model and python script. in this I am getting 3.5 FPS.

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