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README.md

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# MPGAN
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# MPGAN
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Implementation of the paper **Using Simulated Training Data of Voxel-level Generative Model to Improve 3D Neuron Reconstruction**.
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## Introduction
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In this paper, we propose a novel strategy of using two-stage generative models to simulate training data with voxel-level labels (MPGAN). Trained upon unlabeled data by optimizing a novel objective function of preserving predefined labels, the models are able to synthesize realistic 3D images with underlying voxel labels. The framework of MPGA7N model is shown as follow:
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![image-20220318174040337](imgs/1.png)
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## Getting Started
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### Prerequisites
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* Linux
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* NVIDIA GPU
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* TensorFlow
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### Installation
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Create virtual environment and install required packages:
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```
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conda create -n mpgan
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conda activate mpgan
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conda install -r requirements.txt
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```
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## Usage
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## Data
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## Reference

imgs/1.png

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