Performance of Deep Neural Networks on Low-PowerIoT Devices

Paper

Chistos Profentzas, Magnus Almgren, and Olaf Landsiedel.

To compile the code you need arm-none-eabi-gcc

Makefiles are designed for cortex M with an FPU and DSP.

Code structure:

CMSIS-NN/

Evalution code for CMSIS-NN design using NRF52840_DK

Cifar-10 example files

Mnist example files

Tensorflow-micro/

Evalution code for Tensorflow-micro design using NRF52840_DK

Cifar-10 example files

Mnist example files

uTensor/

Evalution code for uTensor design using NRF52840_DK

Cifar-10 example files

Mnist example files