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README.md

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+<h1 style="border-bottom: 2px solid black; font-size: 100px;" align="center"> HDUNet PBS </h1> 
+
+_Trained by Margerie Huet Dastarac ._ <br> 
+_Training date: 06/06/2023 ._ 
+
+## 1. Task Description 
+Prediction of the dose distribution with proton therapy beam scanning treatment. 
+
+## 2. Model 
+### 2.1. Architecture 
+
+<img width="100%" src=" images/architecture.png " alt="alternatetext"> 
+
+_Figure 1: HDUNet PBS architecture_ 
+
+### 2.2. Input 
+<ul>
+<li> CT</li>
+<li> Target volumes contours and prescription</li>
+<li> Organs at risks contours</li>
+</ul>
+
+### 2.3. Output 
+<ul>
+<li> DOSE</li>
+</ul>
+
+### 2.4 Training details 
+<ul> 
+<li> Number of epoch: 400 </li> 
+<li> Loss function: MSE loss </li> 
+<li> Optimizer: AdamW </li> 
+<li> Learning Rate: 0.0001 </li> 
+<li> Dropout: No </li> 
+<li> Patch size in voxels: (128,128,128) </li> 
+<li> Data augmentation used: 
+<ul>
+<li> RandCrop</li>
+</ul>
+</li> 
+</ul> 
+
+## 3. Dataset 
+<ul> 
+<li> Location: Oropharynx </li> 
+<li> Training set size: 57 </li> 
+<li> Resolution in mm: 3x3x3 </li> 
+</ul> 
+
+## Performance 
++ TBD