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Mobilenet v1 trained on Imagenet for STM32 using extended CMSIS-NN with INT-Q quantization support

License: Apache License 2.0

C 99.08% C++ 0.41% Assembly 0.51%
stm32 cmsis-nn edge-computing neural-network mobilenet convolutional-neural-networks quantized-neural-network quantized-neural-networks deep-neural-networks deeplearning

mobilenet_v1_stm32_cmsis_nn's Issues

Port to CMix-NN

Hy dear,

I did a little port to CMix-NN with 8-8-8 bit precision.
However, it is hard to understand how did you define the quantization layers to improve the accuracy in the CMix-NN paper.
Could you provide any detail about this configuration?
Also, could you provide the scripts to generate the quantization data from tensorflow?

Best Regards,
Geancarlo Abich

core_cm7.h: No such file or directory

I cannot build the project because I get the following error:
mobilenet_v1_stm32_cmsis_nn/Drivers/Device/ST/STM32H7xx/Include/stm32h743xx.h:238:10: fatal error: core_cm7.h: No such file or directory
how can I fix it?

Is it single or dual coare M7?

Hi,
Thanks for sharing your code. I wish to try it on STM board.
May I know 165ms@400MHz is on NUCLEO board with single or dual M7 core?
Thanks.

How to inference on a new custom image?

Hi sir,

I wonder if there are any ways to use a new image to convert to the C array and then it can be replaced in the 160_input_image.h file?
I want to use my own image for testing the inferencing of your model on MCU. It would be appreciated if you could help take a look and guide me.

Best Regards,
Trieu Huynh

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