cmsis-nn

Keyword spotting on Arm Cortex-M Microcontrollers

收集关于嵌入式领域的机器学习算法实现的进展、相关论文和文章、开发库等，帮助初学者快速了解、学习和入门嵌入式领域的机器学习。CC-BY-NC-SA 4.0。

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

CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices

Code for WF-IoT paper 'TinyML Benchmark: Executing Fully Connected Neural Networks on Commodity Microcontrollers'

Tensorflow Lite Micro is a DL inference framework for microcontrollers based on Google Tensorflow Lite

Code for paper 'Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware'

INT-Q Extension of the CMSIS-NN library for ARM Cortex-M target

Collect data and send to uper monitor. Run AI model.

Embedded realization of a FER-CNN(face emotion recogniton) based on STM32H7 MCU.

I integrated two kinds of model pruning methods and porting to ARM-CortexM with ARM-CMSIS library.

Cortex 微控制器软件接口标准（CMSIS）文档

Build and install steps for the ARM CMSIS-NN library for use with code generated from deep learning networks in MATLAB and Simulink.

Embedded-first C++26/C23 neural inference: float32+int8 on MCU/MPU/CPU. CMSIS-NN · ESP-NN · NMSIS-NN · XNNPACK. Peer-benched vs TFLM, microTVM, TF Lite, ONNX Runtime (Arm · Espressif · RISC-V · Apple).

Central Proteus simulation and Git submodule tracker for the STM32 Smart Car network.

This project discusses implementation of deep learning model deployment for vibration prediction of motor

Static INT8 AOT compiler that turns fixed PyTorch MCU models into standalone C11

Python program that converts Keras models to CMSIS NN programs

TinyML-based obstacle detection and emergency braking system simulated on STM32F401VE using STM32Cube.AI, CMSIS-NN, and Proteus. ONNX model deployed on Arm Cortex-M4.

STM32F407 edge-AI node for industrial motor predictive maintenance: vibration/sound sensing, on-device anomaly detection (X-CUBE-AI), local alarm, and WiFi data upload.