Edge AI

Ask questions and find answers on how to deploy, debug, and optimize AI models on ST microcontrollers, microprocessors, and smart sensors.

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Forum Posts

Resolved! LL_ATON_RT_Reset_Network() call between inferences

Hi,On my test setup with the NN (MiniResNet model from STM32 Model Zoo),I observed the following behavior:Without calling LL_ATON_RT_Reset_Network() after each inference, only the first inference runs a few ms. All subsequent calls return almost inst...

ERROR by Senior
  • 347 Views
  • 2 replies
  • 2 kudos

Resolved! Roadmap for Learning AI in Embedded Systems

Hello everyone,I’m an embedded software engineer currently working with STM32 microcontrollers, and I am very interested in understanding how AI is being integrated into embedded systems.I would like to know:What are the common approaches or framewor...

Rajes by Associate
  • 825 Views
  • 2 replies
  • 1 kudos

Resolved! Deploying neural networks.Tflite on N657X0 Nucleo

Hi, I have been trying to deploy simple neural networks.tflite on the STM32 N657X0 board, by applying the XCUBEAI, running under NPU.While, I have not made it work yet. If anyone has such project or docs to share, It would be highly appreciated. Best...

HANITALY by Associate III
  • 664 Views
  • 3 replies
  • 3 kudos

Debug issue on STM32N6570-DK: Target not responding

 Hello,I am working with the STM32N6570-DK board and running the STM32N6-GettingStarted-ObjectDetection example. When I debug the program in CubeIDE (The MCU runs in Dev mode), I encounter the following issue:In the main loop, when the function LL_AT...

Optimizing memory consumption of models with STEdgeAI-Core

Dear all,I'm in the process of converting a convolutional neural network from quantized ONNX format to run on the STM32N6 Neural ART NPU, using the STEdgeAI tool. I do not have access to external RAM on our custom hardware, so everything has to fit i...

asdfasdf by Associate III
  • 427 Views
  • 1 replies
  • 0 kudos

Resolved! Error reported when trying to anaylze model

Hi! My situation is the same as post provided here: https://community.st.com/t5/edge-ai/getting-error-quot-analyze-fail-on-the-ai-model-quot/td-p/55309Is there any solution to this problem? Also, I am using the STM32F407G-DISC1 board with a Mac with ...

Resolved! Example for the STM32N6570-DK kit fails

Dear all,I have the STM32N6570-DK ,MB1860B  version . I'm trying to follow the procedure to flash the .bin files. The programming seems ok, but when I reboot the kit, there's no application... the screen is inactive. However, I can successfully flash...