NVIDIA AIAA Server for HLHS TV Segmentation

[mattjolley]

MONAILabel is powerful but currently does not support multi-label segmentation or a client-remote server model.

Segmentation of multiple leaflets is a critical part of our network in terms of benefit to the user.

A client-remote server allows all configuration to be on the server, and eliminates the need for the user to create a local environment which is especially beneficial in settings where the end user lacks the knowledge or administrative rights to set up a local implementation.

In contrast AIAA supports these features, and allows direct incorporation into 3D Slicer:

https://github.com/NVIDIA/ai-assisted-annotation-client/blob/master/slicer-plugin/README.md

In the future MONAILabel may support these tasks, but this is in evolution.

We have demonstrated that the MONAI framework can generate results analogous to our custom network

#1

This thread will document our progress in exploring implementing our HLHS TV segmentation network within the AIAA framework. Given both AIAA and MONAILabel are based on MONAI we will be compatible with either long term as the platforms evolve.

[mattjolley]

This is evolving...

Project-MONAI/MONAILabel#154

Project-MONAI/MONAILabel#153