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A Python package for detecting somas in ExaSPIM image datasets. Includes tools for image preprocessing and deep learning-based classification and training.

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AllenNeuralDynamics/aind-exaspim-soma-detection

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aind-exaspim-soma-detection

License Code Style semantic-release: angular Interrogate Coverage Python

Overview

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pipeline
Figure: Visualization of soma detection pipeline.

Add code block that shows how to run code...

Inference

Step 1: Proposal Generation

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proposals
Figure: Example of proposals generated across a large region.

Step 2: Filter Proposals with Heuristics

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Step 3: Classify Proposals with Convolutional Neural Network (CNN)

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Train Classification Model

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Installation

To use the software, in the root directory, run

pip install -e .

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A Python package for detecting somas in ExaSPIM image datasets. Includes tools for image preprocessing and deep learning-based classification and training.

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