Architecture Zoo · Aperivue/medsci-skills

Choose a model architecture for medical-imaging research

Maps a medical-imaging research task, modality, and data scale to a shortlist of published architectures such as U-Net, ResNet, ViT, and nnU-Net, each with a when-to-use note, reference implementation, and typical validation setup.

Good for

  • Pick a segmentation architecture for a new dataset
  • Compare CNN and transformer backbones for classification
  • Find a reference validation setup for a chosen architecture
Source repository
Aperivue/medsci-skills
Category
Medicine

Open-source skills are maintained by their authors and listed as published, with attribution. Results depend on how well the skill fits your task and material.

A good place to start

I have a small labeled 3D MRI segmentation dataset — which architecture should I use, with a reference implementation?

Make your next great thing.

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