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mrkolarik committed Nov 28, 2019
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# Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine Segmentation
Hello everyone, this is a repository containing code to Paper "Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine Segmentation" published at MDPI Applied sciences journal - https://www.mdpi.com/2076-3417/9/3/404 .

The code is intentionally written in simple script like not OOP style to keep as simple as possible.

Most useful parts of this repository are python keras scripts with source code for 2D and 3D Dense-U-Net network models. Its an upgraded U-Net that we obtained better results than with classic U-Net and current hardware is capable of fitting it into GPU memory. 3D and 2D versions of Dense-U-Net, Res-U-Net and classic U-Net implementations are included. Happy experimenting and let me know if any of your work is inspired by our work :) !

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