Using OpenVino pre-trained models with AWS Sagemaker

Question

I'm looking to deploy a pre-trained model for real-time pedestrian and/or vehicle detection using the AWS Sagemaker workflow, I particularly want to use Sagemaker Neo to compile the model and deploy it on the edge. I want to use one of OpenVino's prebuilt models from their model zoo, but when I download the model it is already in their Intermediate Representation (IR) format for their own optimizer.

Is there a way to get an OpenVino pre-trained model not in IR format so that I can use it in sagemaker? Or any possible way to containerize the OpenVino model for use in sagemaker?
If not, are there any free pre-trained models (using any of the popular frameworks like pytorch, tensorflow, ONXX, etc.) that I can use for vehicle detection from a traffic camera POV? AWS Marketplace does not seem to have much to offer in this regard.

Rommel_Intel · Accepted Answer · 2021-09-17 07:08:35Z

1

Answers to the query as below:

No.Only in Intermediate Representation (IR) format.
There are a few OpenVINO pre-trained models available for vehicle detection.Check out the list of Object Detection Models that are relevant for vehicle detection on these Github pages. https://github.com/openvinotoolkit/open_model_zoo/blob/master/models/intel/index.md https://github.com/openvinotoolkit/open_model_zoo/blob/master/models/public/index.md

answered Sep 17, 2021 at 7:08

Rommel_Intel

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