Pre-trained Deep Learning Segmentation Models for ACE Pipeline

AI-based Cartography of Ensembles (ACE) Pipeline Highlights

• Cutting-edge vision transformer and CNN-based deep learning architectures trained on large LSFM datasets to map brain-wide local/laminar neuronal activity.
• Optimized cluster-wise statistical analysis with a threshold-free enhancement approach to chart subpopulation-specific effects at the laminar and local levels, without restricting the analysis to atlas-defined regions.
• Modules for providing deep learning model uncertainty estimates and fine-tuning.
• Interface with MIRACL registration.
• Ability to map the connectivity between clusters of activations.

📖 Read the full article here: LINK

🔗 MIRACL Software: LINK

🔗 ACE Installation Page: LINK