AI-Image-Lab : Framework for developing Deep Learning models for image analysis tasks

AI-Image-Lab is a napari plugin designed to make deep learning models for image analysis.

The project’s goal is to provide a user-friendly interface that seamlessly integrates with Napari, allowing :

• Annotation incorporating model assisted annotation on top napari's annotation framework
• Training deep learning models on imaging datasets through the GUI
• Running inference using pre-trained or custom-trained models
• Fine-tuning / adapting existing models to new imaging conditions or domains

Supported Tasks & Architectures

• Semantic segmentation (2D & 3D) using U-Net (2D and 3D variants).
• Instance segmentation with Mask R-CNN.
• Object detection with Faster R-CNN
• Transformer networks incoming in next version !