The repository contains all the DEEPCRAFT™ Starter Models. The Starter Models are various deep learning based projects for various use-cases and are designed to be projects that users can utilise as a starting point for building their custom applications. These projects have data and a project file that is ready to be used with DEEPCRAFT™ Studio.
This repository is automatically pulled and content is automatically generated in DEEPCRAFT™ Studio, so to access the full content, it is recommended to access it through there.
These projects are designed to be used through DEEPCRAFT™ Studio (https://www.imagimob.com/studio), and in general all users should access it that way.
All users are welcome to submit new models/projects, but they are subject to Infineon DEEPCRAFT™ Starter Model review process.
To submit a project, you will need to create a pull-request with your data and DEEPCRAFT™ Studio project file (.improj). On top of that, we require that all project submissions have a readme file with the following information:
- Use-case
- Sensor settings
- How to collect more data and expand on it
- Potential next steps for users to have a path to investigate how to make this model production ready.
Once the project is ready, you can download and unpack the Creat PR tool, and from there run
python .\create_pr.py --path <project-path>
where <project-path> is the root path of the starter model project. For more information review the tools' README.md file.
NOTE: The pipline will automatically generate the pre-processing, model predictions and train some models based on the default best model selection from DEEPCRAFT™ Studio. If you would not like to have this, then please specify in the pull request if that should not be what should be published.