[VTA] Import ResNet50 from Tensorflow and deploy it to FPGA

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#1

Hi everyone!

I recently came across the TVM project and wanted to try it out.

I saw that some tutorials are available for deploying ResNet18 to the Zynq FPGA from pre-trained models. I would like to deploy ResNet50 to another Xilinx FPGA (Artix-7) but can’t find any pre-trained models looking like the ones described in the tutorial.

Is it possible to do? Has anyone done it before? If so, could you point me out the right direction?

Many thanks in advance.

#2

TVM support various frontends (tensorflow, ONNX, keras …etc) from which you can import a published ResNet50.

For instance you may import https://github.com/tensorflow/models/tree/master/official/resnet via Tensorflow frontend and compile for desired target.