--- a
+++ b/Segmentation/utils/retrieve_image.py
@@ -0,0 +1,21 @@
+import tensorflow as tf 
+from tensorflow.python.summary.summary_iterator import summary_iterator
+import os
+from typing import List
+import imageio
+
+img_tag = ["Whole Validation - All Slices", "", ""]
+def extract_images_from_event(event_filename: str, image_tags: List[str], ouput_dir:str):
+    count = 0
+    for event in tf.compat.v1.train.summary_iterator(event_filename):
+        count += 1
+        for v in event.summary.value:
+            if v.tag in image_tags:
+                if v.HasField('tensor'):  # event for images using tensor field
+                    s = v.tensor.string_val[2]  # first elements are W and H
+                    tf_img = tf.image.decode_image(s)  # [H, W, C]
+                    np_img = tf_img.numpy()
+                    imageio.imwrite(ouput_dir + str(count) + ".png", np_img)
+
+
+