diff --git a/Dataset/MOST_train.csv b/Dataset/MOST_train.csv
new file mode 100644
index 0000000..6dce1da
--- /dev/null
+++ b/Dataset/MOST_train.csv
@@ -0,0 +1,10100 @@
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diff --git a/Dataset/MOST_train_poor_detections.csv b/Dataset/MOST_train_poor_detections.csv
new file mode 100644
index 0000000..df94ac2
--- /dev/null
+++ b/Dataset/MOST_train_poor_detections.csv
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diff --git a/Dataset/OAI_test.csv b/Dataset/OAI_test.csv
new file mode 100644
index 0000000..48c1173
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diff --git a/Dataset/OAI_val.csv b/Dataset/OAI_val.csv
new file mode 100644
index 0000000..6178734
--- /dev/null
+++ b/Dataset/OAI_val.csv
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diff --git a/Dataset/xray_processor.py b/Dataset/xray_processor.py
new file mode 100644
index 0000000..a7eade1
--- /dev/null
+++ b/Dataset/xray_processor.py
@@ -0,0 +1,174 @@
+import pydicom as dicom
+import numpy as np
+import os
+import cv2
+
+def read_dicom(filename):
+    """
+    This function tries to read the dicom file
+    
+    Parameters
+    ----------
+    filename : str
+        Path to the DICOM file
+
+    Returns
+    -------
+    tuple or None
+        Returns a tuple, which as an image and a pixel spacing. 
+        None is returned if the function was not able to read the file / extract spacing.
+    """
+
+    try:
+        data = dicom.read_file(filename)
+        img = np.frombuffer(data.PixelData,dtype=np.uint16).copy().astype(np.float64)
+
+        if data.PhotometricInterpretation == 'MONOCHROME1':
+            img = img.max()-img
+        img = img.reshape((data.Rows,data.Columns))
+    except:
+        return None
+    try:
+        return img, data.ImagerPixelSpacing[0]
+    except:
+        pass
+    try:
+        return img, data.PixelSpacing[0]
+    except:
+        return None
+
+def preprocess_xray(img, cut_min=5, cut_max=99, multiplier=255):
+    """
+    This function changes the histogram of the image by doing global contrast normalization
+    
+    Parameters
+    ----------
+    img : array_like
+        Image
+    cut_min : int
+         Low percentile to trim
+    cut_max : int
+        Highest percentile trim
+    multiplier : int
+        Multiplier to apply after global contrast normalization
+        
+    Returns
+    -------
+    array_like
+        Returns a processed image
+    
+    """
+
+    img = img.copy()
+    lim1, lim2 = np.percentile(img, [cut_min, cut_max])
+    img[img < lim1] = lim1
+    img[img > lim2] = lim2
+
+    img -= lim1
+    img /= img.max()
+    img *= multiplier
+
+    return img
+
+def process_file(i, fname, dataset_dir, save_dir, bbox, gradeL, gradeR, pad=300):
+    """
+    Processes one knee xray and saves left and right images into 16bit png files.
+    
+    Parameters
+    ----------
+    i : int
+        File id (arbitarry number for easier identification of the resulting images)
+    fname : str
+        Filename of the dicom image.
+    dataset_dir : str
+        DICOM image root folder.
+    save_dir : str
+        Where to save the files.
+    bbox : array_like
+        BBox annotations for left and right joint in the format x1l, y1l, x2l, y2l, x1r, y1r, x2r, y2r.
+    gradeL : int
+        KL grade for the left joint.
+    gradeR : int
+        KL grade for the right joint.
+    pad : int
+        Padding for the xray image. It is very useful in the case when the knee is too close to the edges.
+        
+    Returns:
+    ________
+    bool
+        Returns bool if failure. Saves left and/or right knee joints into given folders.
+        
+    """
+    leftok = (gradeL >= 0)
+    rightok = (gradeR >= 0)
+    if (not rightok) and (not leftok):
+        print(f"failed on {fname} {bbox}")
+        return True
+    
+    res_read = read_dicom(os.path.join(dataset_dir, fname))
+    if res_read is None:
+        print(f"failed on {fname} {bbox}")
+        return True
+    
+    img, spacing = res_read
+    spacing = float(spacing)
+    
+    img = process_xray(img,5,99,65535).astype(np.float)
+    sizepx = int(np.round(sizemm/spacing))
+
+    tmp = np.zeros((img.shape[0]+2*pad, img.shape[1]+2*pad))
+    tmp[pad:pad+img.shape[0],pad:pad+img.shape[1]] = img
+    I = tmp
+    
+    # This can be refactored
+    if leftok:
+        x1, y1, x2, y2 = bbox[:4]+pad
+
+        cx = x1+(x2-x1) // 2
+        cy = y1+(y2-y1) // 2
+
+        x1 = cx - sizepx//2
+        x2 = cx + sizepx//2
+        y1 = cy - sizepx//2
+        y2 = cy + sizepx//2
+
+        patch = cv2.resize(I[y1:y2,x1:x2],(350, 350), interpolation=cv2.INTER_CUBIC)
+        patch -= patch.min()
+        patch /= patch.max()
+        patch *= 65535
+        patch = np.round(patch)
+        patch = patch.astype(np.uint16)
+
+        save_dir = os.path.join(dataset_dir, str(gradeL))
+        os.makedirs(save_dir, exist_ok=True)
+    
+        name_save = os.path.join(save_dir, f'{i}_{gradeL}_L.png')
+        cv2.imwrite(name_save, np.fliplr(patch))
+
+    if rightok:
+        x1, y1, x2, y2 = bbox[4:]+pad
+
+        cx = x1+(x2-x1) // 2
+        cy = y1+(y2-y1) // 2
+
+        x1 = cx - sizepx//2
+        x2 = cx + sizepx//2
+        y1 = cy - sizepx//2
+        y2 = cy + sizepx//2
+
+        patch = cv2.resize(I[y1:y2,x1:x2],(350, 350), interpolation=cv2.INTER_CUBIC)
+        patch -= patch.min()
+        patch /= patch.max()
+        patch *= 65535
+        patch = np.round(patch)
+        patch = patch.astype(np.uint16)
+
+        save_dir = os.path.join(dataset_dir, str(gradeR))
+        os.makedirs(save_dir, exist_ok=True)
+        
+        name_save = os.path.join(save_dir, f'{i}_{gradeR}_R.png')
+        cv2.imwrite(name_save, patch)
+        
+    return False
+
+