วันเสาร์ที่ 13 กรกฎาคม พ.ศ. 2562

Raspberry pi4 Tensorflow object detection

Raspberry pi 4 TensorFlow Object Detection


On June 2019 Raspberry pi announce new version of raspberry pi board.
Now we have a new raspberry pi 4 model B 1GB So try to run TensorFlow object detection and then compare with Raspberry pi3B+ also.



Install TensorFlow on Raspberry pi4

Add some dependency

sudo pip3 install grpcio


sudo pip3 install h5py

Then Download tensorFlow
https://www.piwheels.org/simple/tensorflow/tensorflow-1.13.1-cp37-none-linux_armv7l.whl#sha256=25f4ff027beec1e568baf8e90a07bad59d354560533d6b37318b9efeb70beeb1


sudo pip3 install tensorflow-1.13.1-cp37-none-linux_armv7l.whl



Summary Software for test.
Rasbien 10 ( Buster )
Python 3.7.3
OpenCV 4.0.0
Tensorflow 1.13.1



Run Tensorflow Object Detection

Model SSDlite Mobilenet V2
Video MP4 768x432 12 fps

run on the same img os in same sd-card.





Raspberry pi 4 is 2.xx fps .
Raspberry pi 3 is less than 1 fps.

So, only Raspberry pi Board is not faster enough for tensorFlow object detection application.
Then next we use raspberry pi with intel neural compute stick for better performance.

Raspberry pi 4 vs Raspberry pi3 specification


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