Linux / amd64
Clara Train SDK is a domain optimized developer application framework that includes APIs for AI-Assisted Annotation, making any medical viewer AI capable and a MONAI and PyTorch based training framework with pre-trained models to kick start AI development with techniques like Transfer Learning, Federated Learning and AutoML.
AI-Assisted Annotation APIs and an Annotation server can be easily integrated into any Medical Viewer. The training framework includes decentralized learning techniques like Federated Learning and Transfer Learning. It also includes techniques like AutoML for iterative experimentation. The SDK provides pre-trained models as Model Applications packaged as MMARS (Medical Model ARchive) to users providing an intuitive config based environment for data scientists and researchers to get kick-started with AI Development.
Check out our GitHub repo for example Jupyter notebooks that walk you through Clara train SDK features and capabilities.
To learn more about how to run Clara Train on a cloud service provider, refer to the documentation here.
Clara Train v4.0 is now powered by MONAI, a domain-specialized open-source PyTorch framework, accelerating deep learning in Healthcare imaging.
v4.0 also expands into Digital Pathology and introduces homomorphic encryption for server side aggregation in federated learning.
Clara Train 4.0 includes a digital pathology pipeline for a fully convolutional classification network that works with whole-slide images and performs optimized data loading using cuCIM, which can tile large datasets on-demand and process them through a CUDA-enabled pipeline.
Homomorphic encryption allows the computation of data while the data is still encrypted, and it ensures that each client’s model weight updates to a global federated learning model stays hidden by preventing the server from reverse-engineering the submitted weights and discovering any training data.
You can access pre-trained models compatible with Clara Train 4.0 here.
Please note that v4.0 models are not compatible with previous containers/versions.
Below are the list of key features in Clara Train.
End User License Agreement is included with the product. Licenses are also available along with the model application zip file. By pulling and using the Clara Train SDK container and downloading models, you accept the terms and conditions of these licenses.
Use the NVIDIA Devtalk forum for questions regarding this Software