diff --git a/Code/Ball_Detection/TFLite-1/flowers-classification-model.tflite b/Code/Ball_Detection/TFLite-1/flowers-classification-model.tflite
deleted file mode 100644
index dfdb8d1d0b970de34b48b85cf79b9983b5dfb48e..0000000000000000000000000000000000000000
Binary files a/Code/Ball_Detection/TFLite-1/flowers-classification-model.tflite and /dev/null differ
diff --git a/Code/Ball_Detection/TFLite-1/flowers-classification-tflite.py b/Code/Ball_Detection/TFLite-1/flowers-classification-tflite.py
deleted file mode 100644
index 69042bce64f79ab3f381e4417067b3d52a85e765..0000000000000000000000000000000000000000
--- a/Code/Ball_Detection/TFLite-1/flowers-classification-tflite.py
+++ /dev/null
@@ -1,49 +0,0 @@
-import os
-
-import numpy as np
-
-import tensorflow as tf
-assert tf.__version__.startswith('2')
-
-from tflite_model_maker import model_spec
-from tflite_model_maker import image_classifier
-from tflite_model_maker.config import ExportFormat
-from tflite_model_maker.config import QuantizationConfig
-from tflite_model_maker.image_classifier import DataLoader
-
-import matplotlib.pyplot as plt
-
-image_path = tf.keras.utils.get_file(
-      'flower_photos.tgz',
-      'https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz',
-      extract=True)
-image_path = os.path.join(os.path.dirname(image_path), 'flower_photos')
-
-data = DataLoader.from_folder(image_path)
-train_data, rest_data = data.split(0.8)
-validation_data, test_data = rest_data.split(0.5)
-
-model = image_classifier.create(train_data, validation_data=validation_data)
-
-model.summary()
-
-loss, accuracy = model.evaluate(test_data)
-
-model.export(export_dir='.',
-             tflite_filename='flowers-classification-model.tflite',
-             label_filename='flowers-classification-labels.txt',
-             vocab_filename='flowers-classification-vocab.txt',
-             saved_model_filename='saved_flowers-classification-model')
-
-model.evaluate_tflite('flowers-classification-model.tflite', test_data)
-
-plt.figure(figsize=(10,10))
-for i, (image, label) in enumerate(data.gen_dataset().unbatch().take(25)):
-  plt.subplot(5,5,i+1)
-  plt.xticks([])
-  plt.yticks([])
-  plt.grid(False)
-  plt.imshow(image.numpy(), cmap=plt.cm.gray)
-  plt.xlabel(data.index_to_label[label.numpy()])
-plt.show()
-
diff --git a/Code/Ball_Detection/TFLite-1/openmv-ball-detection.py b/Code/Ball_Detection/TFLite-1/openmv-ball-detection.py
new file mode 100644
index 0000000000000000000000000000000000000000..7b8f482bb03ac59aa37f4c33624bd04c1e4f8978
--- /dev/null
+++ b/Code/Ball_Detection/TFLite-1/openmv-ball-detection.py
@@ -0,0 +1,36 @@
+import sensor, image, time, os, tf
+
+sensor.reset()                         # Reset and initialize the sensor.
+sensor.set_pixformat(sensor.RGB565)    # Set pixel format to RGB565 (or GRAYSCALE)
+sensor.set_framesize(sensor.QVGA)      # Set frame size to QVGA (320x240)
+sensor.set_windowing((240, 240))       # Set 240x240 window.
+sensor.skip_frames(time=2000)          # Let the camera adjust.
+
+mobilenet = "ball-detection-model.tflite"
+labels = ['ball']
+
+clock = time.clock()
+while(True):
+    clock.tick()
+
+    img = sensor.snapshot()
+
+    # net.classify() will run the network on an roi in the image (or on the whole image if the roi is not
+    # specified). A classification score output vector will be generated for each location. At each scale the
+    # detection window is moved around in the ROI using x_overlap (0-1) and y_overlap (0-1) as a guide.
+    # If you set the overlap to 0.5 then each detection window will overlap the previous one by 50%. Note
+    # the computational work load goes WAY up the more overlap. Finally, for multi-scale matching after
+    # sliding the network around in the x/y dimensions the detection window will shrink by scale_mul (0-1)
+    # down to min_scale (0-1). For example, if scale_mul is 0.5 the detection window will shrink by 50%.
+    # Note that at a lower scale there's even more area to search if x_overlap and y_overlap are small...
+
+    # default settings just do one detection... change them to search the image...
+    for obj in tf.classify(mobilenet, img, min_scale=1.0, scale_mul=0.5, x_overlap=0.0, y_overlap=0.0):
+        print("**********\nTop 5 Detections at [x=%d,y=%d,w=%d,h=%d]" % obj.rect())
+        img.draw_rectangle(obj.rect())
+        # This combines the labels and confidence values into a list of tuples
+        # and then sorts that list by the confidence values.
+        sorted_list = sorted(zip(labels, obj.output()), key = lambda x: x[1], reverse = True)
+        for i in range(5):
+            print("%s = %f" % (sorted_list[i][0], sorted_list[i][1]))
+    print(clock.fps(), "fps")
diff --git a/Code/Ball_Detection/TFLite-1/ball-detection-tflite.py b/Code/Ball_Detection/TFLite-1/tflite-model-training.py
similarity index 100%
rename from Code/Ball_Detection/TFLite-1/ball-detection-tflite.py
rename to Code/Ball_Detection/TFLite-1/tflite-model-training.py
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/004.xml b/Code/Ball_Detection/images/train-test-2/test/annotations/004.xml
index 11620256c8d63fd687499a92826290e73df2dcbc..39fa6014eb0e7e64972c4e30dd2972c5cdb83e33 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/004.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/annotations/004.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>004.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\004.jpg</path>
+	<filename>004.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\004.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/008.xml b/Code/Ball_Detection/images/train-test-2/test/annotations/008.xml
index 16c082a00c0bf5c52b7348bfe1198ae8c426a9c8..f5a647b0d6f5011fbdda08fe3e33d272e51dc2e1 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/008.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/annotations/008.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>008.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\008.jpg</path>
+	<filename>008.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\008.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/012.xml b/Code/Ball_Detection/images/train-test-2/test/annotations/012.xml
index 0290fe096d507242a5cb6dcc48a467f30553ec3e..e368729478efce712d97bfd2c1c1cf5fb16814e2 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/012.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/annotations/012.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>012.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\012.jpg</path>
+	<filename>012.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\012.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/016.xml b/Code/Ball_Detection/images/train-test-2/test/annotations/016.xml
index 3162bbe4299ca2b42139f1e0c7012895564b4ff4..d81495f6d87812d59a1767c2fe610a43b04cc04a 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/016.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/annotations/016.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>016.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\016.jpg</path>
+	<filename>016.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\016.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/084.xml b/Code/Ball_Detection/images/train-test-2/test/annotations/084.xml
deleted file mode 100644
index 5cea235deba5ae9e9ce2723c75c7888298e103f8..0000000000000000000000000000000000000000
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/084.xml
+++ /dev/null
@@ -1,14 +0,0 @@
-<annotation>
-	<folder>test</folder>
-	<filename>084.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\084.jpg</path>
-	<source>
-		<database>Unknown</database>
-	</source>
-	<size>
-		<width>1280</width>
-		<height>720</height>
-		<depth>3</depth>
-	</size>
-	<segmented>0</segmented>
-</annotation>
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/085.xml b/Code/Ball_Detection/images/train-test-2/test/annotations/085.xml
deleted file mode 100644
index 01e45958351d110e806cfb3b5868709c4ea3096a..0000000000000000000000000000000000000000
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/085.xml
+++ /dev/null
@@ -1,14 +0,0 @@
-<annotation>
-	<folder>test</folder>
-	<filename>085.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\085.jpg</path>
-	<source>
-		<database>Unknown</database>
-	</source>
-	<size>
-		<width>1280</width>
-		<height>720</height>
-		<depth>3</depth>
-	</size>
-	<segmented>0</segmented>
-</annotation>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/020.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/020.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/020.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/020.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/020.xml b/Code/Ball_Detection/images/train-test-2/test/extra/020.xml
similarity index 86%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/020.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/020.xml
index 9141eaf360505349d485a3aa8dc282b87e8bdf9e..ea4bc70aec19eafde340d036682e3096a16687fc 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/020.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/020.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>020.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\020.jpg</path>
+	<filename>020.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\020.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/024.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/024.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/024.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/024.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/024.xml b/Code/Ball_Detection/images/train-test-2/test/extra/024.xml
similarity index 86%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/024.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/024.xml
index 64391538e8f65d90d8b8b2b53822e98e21d5a850..e25ecd7953033ad6046bbfecd13a3f5f6d6d9eaf 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/024.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/024.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>024.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\024.jpg</path>
+	<filename>024.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\024.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/028.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/028.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/028.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/028.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/028.xml b/Code/Ball_Detection/images/train-test-2/test/extra/028.xml
similarity index 86%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/028.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/028.xml
index debe2117dcc5c7f0d737747459fe945747527ea6..407c8457dbe16b4aa6013dacc9b4e36aad247108 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/028.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/028.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>028.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\028.jpg</path>
+	<filename>028.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\028.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/032.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/032.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/032.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/032.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/032.xml b/Code/Ball_Detection/images/train-test-2/test/extra/032.xml
similarity index 86%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/032.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/032.xml
index 72b4aa628ff799e29ea90c858515ccb8323cdae0..f12da2fb9bb01763cae2becfe028e6416b8b695f 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/032.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/032.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>032.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\032.jpg</path>
+	<filename>032.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\032.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/036.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/036.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/036.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/036.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/036.xml b/Code/Ball_Detection/images/train-test-2/test/extra/036.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/036.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/036.xml
index 25896ce90b179753e60ad08d623dd0811bc4feea..79a921277299ea936bef33f75b408d0d4e079d45 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/036.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/036.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>036.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\036.jpg</path>
+	<filename>036.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\036.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/040.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/040.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/040.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/040.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/040.xml b/Code/Ball_Detection/images/train-test-2/test/extra/040.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/040.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/040.xml
index 1a76e38af4f152690bf622adce3c8c8b4e5b5178..2344ebc255f32b4c43cbd2261aa00cf2f2b73bd6 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/040.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/040.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>040.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\040.jpg</path>
+	<filename>040.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\040.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/044.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/044.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/044.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/044.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/044.xml b/Code/Ball_Detection/images/train-test-2/test/extra/044.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/044.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/044.xml
index 2b7ad750284baee1327224c67ce1b231d96b0efd..7a04f5315b59b13e5ca8c3725fac65cddf852566 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/044.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/044.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>044.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\044.jpg</path>
+	<filename>044.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\044.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/048.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/048.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/048.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/048.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/048.xml b/Code/Ball_Detection/images/train-test-2/test/extra/048.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/048.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/048.xml
index c54a42141acd4241df37c5fcc23a7f423db1b69c..ba943eaa33cb83a7b4beba52044d117be226df4b 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/048.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/048.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>048.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\048.jpg</path>
+	<filename>048.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\048.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/052.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/052.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/052.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/052.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/052.xml b/Code/Ball_Detection/images/train-test-2/test/extra/052.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/052.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/052.xml
index 80211c1c2e03faf3890384009f2c6ab5c3f9b8a6..e8e97e7ff824970e50b83f10633cb1b37d4e3df2 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/052.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/052.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>052.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\052.jpg</path>
+	<filename>052.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\052.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/056.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/056.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/056.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/056.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/056.xml b/Code/Ball_Detection/images/train-test-2/test/extra/056.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/056.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/056.xml
index 59537c2a0d0f062728b21b7bcb6e77201e463945..ee2993b2e67fc55645732c5a6986b56f541f7d00 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/056.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/056.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>056.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\056.jpg</path>
+	<filename>056.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\056.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/060.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/060.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/060.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/060.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/060.xml b/Code/Ball_Detection/images/train-test-2/test/extra/060.xml
similarity index 86%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/060.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/060.xml
index 51dc2bad68cc0ff8b8612a565c2bb02b187beaca..e8ed4c8615ab169568e432297119ea924e8a6d2d 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/060.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/060.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>060.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\060.jpg</path>
+	<filename>060.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\060.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/064.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/064.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/064.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/064.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/064.xml b/Code/Ball_Detection/images/train-test-2/test/extra/064.xml
similarity index 86%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/064.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/064.xml
index e3a9b7582d5bd7e11226cdd54562aebaa9bd779d..15ec41971f502db499cae448f621bc24ab8e964d 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/064.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/064.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>064.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\064.jpg</path>
+	<filename>064.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\064.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/068.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/068.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/068.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/068.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/068.xml b/Code/Ball_Detection/images/train-test-2/test/extra/068.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/068.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/068.xml
index 0616d539dfea188a9118abee4c52d0433e9cf6ca..c22963c0e4cdfbaad15b9d459fe955961c54eba7 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/068.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/068.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>068.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\068.jpg</path>
+	<filename>068.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\068.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/072.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/072.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/072.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/072.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/072.xml b/Code/Ball_Detection/images/train-test-2/test/extra/072.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/072.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/072.xml
index a683c22355b555656010718fd5bb4a494718973c..c655d360a1973e1b43ce7a1b707d24dd75f31cb9 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/072.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/072.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>072.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\072.jpg</path>
+	<filename>072.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\072.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/076.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/076.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/076.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/076.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/076.xml b/Code/Ball_Detection/images/train-test-2/test/extra/076.xml
similarity index 90%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/076.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/076.xml
index 946891d6b0e8bfc66835f24fe22c5e5073887029..ee138929331e6e202c95fbfad966113beeb4f6ea 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/076.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/076.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>076.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\076.jpg</path>
+	<filename>076.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\076.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/080.jpg b/Code/Ball_Detection/images/train-test-2/test/extra/080.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/080.jpg
rename to Code/Ball_Detection/images/train-test-2/test/extra/080.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/annotations/080.xml b/Code/Ball_Detection/images/train-test-2/test/extra/080.xml
similarity index 86%
rename from Code/Ball_Detection/images/train-test-2/test/annotations/080.xml
rename to Code/Ball_Detection/images/train-test-2/test/extra/080.xml
index ec61bc4601c67781f45887b7fbf18c6a976484d9..e392a6ca5f28d91f96653582ae01108593cca66c 100644
--- a/Code/Ball_Detection/images/train-test-2/test/annotations/080.xml
+++ b/Code/Ball_Detection/images/train-test-2/test/extra/080.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>test</folder>
-	<filename>080.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\080.jpg</path>
+	<filename>080.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\test\080.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/004.jpg b/Code/Ball_Detection/images/train-test-2/test/images/004.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/004.jpg
rename to Code/Ball_Detection/images/train-test-2/test/images/004.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/008.jpg b/Code/Ball_Detection/images/train-test-2/test/images/008.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/008.jpg
rename to Code/Ball_Detection/images/train-test-2/test/images/008.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/012.jpg b/Code/Ball_Detection/images/train-test-2/test/images/012.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/012.jpg
rename to Code/Ball_Detection/images/train-test-2/test/images/012.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/016.jpg b/Code/Ball_Detection/images/train-test-2/test/images/016.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/test/images/016.jpg
rename to Code/Ball_Detection/images/train-test-2/test/images/016.jpeg
diff --git a/Code/Ball_Detection/images/train-test-2/test/images/084.jpg b/Code/Ball_Detection/images/train-test-2/test/images/084.jpg
deleted file mode 100644
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diff --git a/Code/Ball_Detection/images/train-test-2/test/images/085.jpg b/Code/Ball_Detection/images/train-test-2/test/images/085.jpg
deleted file mode 100644
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Binary files a/Code/Ball_Detection/images/train-test-2/test/images/085.jpg and /dev/null differ
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/001.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/001.xml
index dd126d05f1565db6e9de35278a30df6dc6523493..84614bec4ad34cd975c4718933e46de125cfb8ac 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/001.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/001.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>001.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\001.jpg</path>
+	<filename>001.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\001.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/002.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/002.xml
index 84d3e1ccbfd369cff1ecd22eccb23a8b52489f6d..0d1a86a6fb70d6ccf60b60e12298c11fa48213e7 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/002.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/002.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>002.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\002.jpg</path>
+	<filename>002.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\002.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/003.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/003.xml
index ff6ab78c724d80e43fbd73ee71e3c2b1905f90fd..a339d60508034db52f8f27987db2803312448b63 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/003.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/003.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>003.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\003.jpg</path>
+	<filename>003.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\003.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/005.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/005.xml
index f00b38ed94befcdf1f43b700eb512e8950038445..9a268723ea430c318705e4f8d23b3dacb74bc9e1 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/005.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/005.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>005.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\005.jpg</path>
+	<filename>005.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\005.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/006.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/006.xml
index 02ce3d52b699256208488cfd8c7dd0699d149507..48e59637802a47bbcd79281327e02c342e50eb93 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/006.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/006.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>006.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\006.jpg</path>
+	<filename>006.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\006.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/007.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/007.xml
index 6f3c5b2cf298448a77510a148668aad707c23a46..084593f8a208b6ecf33cb7a6683d36a8633b4e58 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/007.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/007.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>007.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\007.jpg</path>
+	<filename>007.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\007.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/009.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/009.xml
index 4edc9203cd6fbd0a8cdb420520a096b2de1a9c3a..b2aa0441063f733ace24cfec28238da2ea64b015 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/009.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/009.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>009.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\009.jpg</path>
+	<filename>009.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\009.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/010.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/010.xml
index 3fac06ee34836da52f3106b0f6224cc6f8a175b0..c3f1379ad0156ce90c55fec647e9a09ffb4bef80 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/010.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/010.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>010.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\010.jpg</path>
+	<filename>010.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\010.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/011.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/011.xml
index 9f5f6a1441a06215617551679b25ce31d8482518..4e28d705aa7c8e3605cf6c14e90c82e144d7795c 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/011.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/011.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>011.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\011.jpg</path>
+	<filename>011.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\011.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/013.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/013.xml
index 1e77d287a54944c07207cae1f43804c4c0af1836..8cf85ccee85e739d539d33cdf9df022665640ba8 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/013.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/013.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>013.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\013.jpg</path>
+	<filename>013.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\013.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/014.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/014.xml
index 6fa78117e396a729910d904abb584b4902de99b1..472fc70f82a2c387d128bb10e64d0b1926d18935 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/014.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/014.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>014.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\014.jpg</path>
+	<filename>014.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\014.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/015.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/015.xml
index 1b65008e22d2904c624a3e925167d630aa086879..592b99a474fc525b6113f4be1ab31bec758865c4 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/015.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/015.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>015.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\015.jpg</path>
+	<filename>015.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\015.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/017.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/017.xml
index 0f6718c59dd187f06615dcc2a27fc2d1a15a8627..f633776abc2cb10be16fabb1b4b5f7c07bd780d2 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/017.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/017.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>017.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\017.jpg</path>
+	<filename>017.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\017.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/018.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/018.xml
index e968fa639906075ba9504ef5a5aab5a829e5251a..f895d626fa610b29ef454721bb2fe1a4022820e3 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/018.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/018.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>018.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\018.jpg</path>
+	<filename>018.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\018.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/019.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/019.xml
index 6a27d017739308488120f293fd2a620b9de57fd1..a676bf6ada542ecea8462178f548b02428b5f79c 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/019.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/019.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>019.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\019.jpg</path>
+	<filename>019.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\019.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/021.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/021.xml
index d3301515604a994e967bfa5b96a07497df93938e..a00cc847bafddeee27566a64db5b7a7bb9c7c7d5 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/021.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/021.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>021.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\021.jpg</path>
+	<filename>021.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\021.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/022.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/022.xml
index 04e947a5787f476ea6159c8a2a14c83793db0cdb..da2752f6ac7b37c01095aa00676eee9faeea16b1 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/022.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/022.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>022.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\022.jpg</path>
+	<filename>022.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\022.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/023.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/023.xml
index 3973c9fca7d98e1eb410675ccd43e7319f038d06..36d2b661ae9e57ff3a464e9a6f99fd024a096211 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/023.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/023.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>023.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\023.jpg</path>
+	<filename>023.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\023.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/025.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/025.xml
index a53c8c963426f33ef926c8f995d016840e6d669d..c5fdc18e9358ecc3c9dde7667ab80c510fcfa201 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/025.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/025.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>025.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\025.jpg</path>
+	<filename>025.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\025.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/026.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/026.xml
index dd3e733a8a5f39ef3f0506c5213b15e364064d64..0c2cd11b41e0744abe19b029e7d2c119c083cd82 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/026.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/026.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>026.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\026.jpg</path>
+	<filename>026.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\026.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/027.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/027.xml
index 6d122b582d0cd4a9cef88840b6e5ca74854b483c..334b2e169e45366152c5462ec28d5f804edfeea0 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/027.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/027.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>027.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\027.jpg</path>
+	<filename>027.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\027.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/029.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/029.xml
index 952c892f49983dd9513d69f646b5a1680c15b7ce..6f143f91380172bbd14af76cb0fdda29eec96e3f 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/029.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/029.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>029.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\029.jpg</path>
+	<filename>029.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\029.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/030.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/030.xml
index 2cda88d6d27cd1e0d697cb40c1be7a98781bcfd1..3ccc8a53b7aeea71d9fdeb4fa13ee8d931e68c07 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/030.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/030.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>030.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\030.jpg</path>
+	<filename>030.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\030.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/031.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/031.xml
index 3df296c4573e81b96d0152b5708c90d9146ec217..5cb04794c809360745c7e174da1f36dae54e7d62 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/031.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/031.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>031.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\031.jpg</path>
+	<filename>031.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\031.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/033.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/033.xml
index 9795cd634c6cf2d34c7180a2c6b94fbe32dfe162..544eaa19a72402970f7b5445c3cad5c9d555fb57 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/033.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/033.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>033.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\033.jpg</path>
+	<filename>033.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\033.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/034.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/034.xml
index 546ae37abe59a4018de26e3dd5d24939b1d074bd..364c8cf5ca73732395ffaadfe9a0dcd4b650e4fb 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/034.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/034.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>034.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\034.jpg</path>
+	<filename>034.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\034.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/035.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/035.xml
index b0ba3eeb9256434d788e9e41a03cf61b2a38675a..618bdb97329de23d717a039ce77007b0124b635c 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/035.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/035.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>035.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\035.jpg</path>
+	<filename>035.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\035.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/037.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/037.xml
index 01ad515abf59daff7b87324623dd996906ec6771..466f067992ef5ed87614831307d1a3a8ee96917d 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/037.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/037.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>037.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\037.jpg</path>
+	<filename>037.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\037.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/038.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/038.xml
index c0d36db620d942eb6864c43ec3577fc2343a33b6..1a20a98ab4f3f7ca357d61b55f2723f2d1335558 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/038.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/038.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>038.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\038.jpg</path>
+	<filename>038.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\038.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/039.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/039.xml
index 0f49dbc40dafea58352727e416966f5be196784c..15c25b809431f350afdc15b93836761de6c987d5 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/039.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/039.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>039.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\039.jpg</path>
+	<filename>039.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\039.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/041.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/041.xml
index d758c8c1a95f767c1efaa2d08f894c093329813b..ff22189e9b069111aebfcdb489817ac05d0b851a 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/041.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/041.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>041.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\041.jpg</path>
+	<filename>041.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\041.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/042.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/042.xml
index 9d1745d7dfaf888c0e692957c31f19d39a53a181..38c1baee00fce9e205051e41401d7568d56fe8da 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/042.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/042.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>042.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\042.jpg</path>
+	<filename>042.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\042.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/043.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/043.xml
index d106b30134e97798197dafbdf3021682b962f0d9..0c85df4eee78322fab41b9e87c1b803c54db5895 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/043.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/043.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>043.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\043.jpg</path>
+	<filename>043.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\043.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/045.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/045.xml
index d3a5551a29ead48bb673776ada70c28943ffc369..d499f343650bbe0b7301c5cf2e9de40891a56104 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/045.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/045.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>045.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\045.jpg</path>
+	<filename>045.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\045.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/046.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/046.xml
index d025569e44a7fa4f63f4f1440738d58aa93c6ea6..a7277e302e09a726525f0a907f97330ca3257b92 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/046.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/046.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>046.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\046.jpg</path>
+	<filename>046.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\046.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/047.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/047.xml
index 755013a4aca8aa983c9e2e1282a11ca10dcdfd16..5048189dcb19fc23ae9defcaa0fb5ffdb4a72df2 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/047.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/047.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>047.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\047.jpg</path>
+	<filename>047.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\047.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/049.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/049.xml
index af2116ed48d2daa7d77d5ecf21d3551af4b4dcaa..6f0d8ce1a4d28c246640669a7385091819e69ec4 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/049.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/049.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>049.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\049.jpg</path>
+	<filename>049.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\049.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/050.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/050.xml
index 713fd5f20ee39c3d61b05932c0dd457e31544894..933d449e9d3d061a9708dcbf63f96ec9ccb3ec14 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/050.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/050.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>050.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\050.jpg</path>
+	<filename>050.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\050.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/051.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/051.xml
index a8cd17bff4678096995001ac23ce526d7815bdcc..a775fdc0fb024d254a06e28fc4574ccd77382063 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/051.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/051.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>051.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\051.jpg</path>
+	<filename>051.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\051.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/053.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/053.xml
index 6db884064978d0302c6d2fc6a2541fdeba85ec4f..0834434d8ce21ee6e3b1632bc2281fbdc8316314 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/053.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/053.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>053.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\053.jpg</path>
+	<filename>053.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\053.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/054.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/054.xml
index 17ee2b3e344aa4b6c20bc22962d037962ff54d9c..ecbbfca10cde87ffbb3f92d874c2b5d2b87a5627 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/054.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/054.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>054.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\054.jpg</path>
+	<filename>054.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\054.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/055.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/055.xml
index 96fe33203cb57558990101ae2874f34c59033182..c1f4ce30f4421161de4ee8ec3da4bb84f647a6e2 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/055.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/055.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>055.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\055.jpg</path>
+	<filename>055.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\055.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/057.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/057.xml
index 5c8b73f0f5c23994e476c8b82665e8b5c54fda07..f8820aa30e6626520c977ed0ccf62a849dcba501 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/057.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/057.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>057.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\057.jpg</path>
+	<filename>057.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\057.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/058.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/058.xml
index 4628ce35b4da7e2a85a6e10a45315c572efdb024..5534cdb5546bafe5a4357555bc346ad33638a75a 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/058.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/058.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>058.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\058.jpg</path>
+	<filename>058.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\058.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/059.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/059.xml
index d979d056736990685b25db18a16b362bc68fe081..7d061ff938b520798c7fe64d9c179a87363a33e4 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/059.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/059.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>059.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\059.jpg</path>
+	<filename>059.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\059.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/071.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/071.xml
index 53621c2270d3a2084b27ef0df6ade5d910010ac5..ae84e9c91743e5126678d84a03b8911d08a936cd 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/071.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/071.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>071.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\071.jpg</path>
+	<filename>071.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\071.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/073.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/073.xml
index 108d2bbb19d7082675f7548f2df307bded8e7519..4c7efb5dcaf8ff3d39d79e41878133f1ab7d361d 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/073.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/073.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>073.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\073.jpg</path>
+	<filename>073.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\073.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/074.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/074.xml
index 810bbc9cd69de12447ead047053a706ba95ad07d..59c5358b9289a0b17624f5b659cfafea61ff9ce3 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/074.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/074.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>074.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\074.jpg</path>
+	<filename>074.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\074.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/075.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/075.xml
index 34cc7576414d6e6fb4fad0e97d443a7c52101e76..ccb9b15c488d2ecc36c8421108aac785c4b0d656 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/075.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/075.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>075.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\075.jpg</path>
+	<filename>075.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\075.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/077.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/077.xml
index 2032df6bb44994ca79be66669006f95e80eb153e..9a963d5da2463b89c53596fd4496d70925761024 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/077.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/077.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>077.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\077.jpg</path>
+	<filename>077.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\077.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/078.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/078.xml
index 90da8e6792eb17c4cfc77576a7a226f4f9be2e04..88b8e520e4c9468f5188098b54189f9dfab90d69 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/078.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/078.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>078.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\078.jpg</path>
+	<filename>078.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\078.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/079.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/079.xml
index 7c02a73dc09924c932a6ca7bb83ed5c9d343aae6..fcfca9cfee801b28f8422873c0c6cab3d08c81f1 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/079.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/079.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>079.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\079.jpg</path>
+	<filename>079.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\079.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/081.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/081.xml
index f86d33806d81017128a6bf47d8b45290bd2c52b8..c7b2a3ca97b29bfbe3893d8da5b80e73f41ab9bc 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/081.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/081.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>081.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\081.jpg</path>
+	<filename>081.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\081.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/082.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/082.xml
index 82100751d88809c4f3cd39c077183f998bb2b9b5..06721bbfa21a127a05e0381aaae0de734d7d1401 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/082.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/082.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>082.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\082.jpg</path>
+	<filename>082.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\082.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/annotations/083.xml b/Code/Ball_Detection/images/train-test-2/train/annotations/083.xml
index fb7d0b692206595e478fc184352f1a30760cb7e4..b2185f9832ceddb311002e9f98f0639efc0178eb 100644
--- a/Code/Ball_Detection/images/train-test-2/train/annotations/083.xml
+++ b/Code/Ball_Detection/images/train-test-2/train/annotations/083.xml
@@ -1,7 +1,7 @@
 <annotation>
 	<folder>train</folder>
-	<filename>083.jpg</filename>
-	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\083.jpg</path>
+	<filename>083.jpeg</filename>
+	<path>G:\Shared drives\ECE 209	Blimp project\Color Segmentation\images\training-images\train\083.jpeg</path>
 	<source>
 		<database>Unknown</database>
 	</source>
diff --git a/Code/Ball_Detection/images/train-test-2/train/images/001.jpg b/Code/Ball_Detection/images/train-test-2/train/images/001.jpeg
similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/001.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/001.jpeg
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similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/002.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/002.jpeg
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similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/003.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/003.jpeg
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similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/005.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/005.jpeg
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similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/006.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/006.jpeg
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similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/007.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/007.jpeg
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similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/009.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/009.jpeg
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similarity index 100%
rename from Code/Ball_Detection/images/train-test-2/train/images/010.jpg
rename to Code/Ball_Detection/images/train-test-2/train/images/010.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/011.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/013.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/014.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/015.jpeg
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similarity index 100%
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similarity index 100%
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/021.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/022.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/023.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/025.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/026.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/027.jpeg
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similarity index 100%
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rename to Code/Ball_Detection/images/train-test-2/train/images/029.jpeg
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similarity index 100%
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similarity index 100%
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