diff --git a/Images/Annotated/augment.py b/Images/Annotated/augment.py
deleted file mode 100644
index 6983b93ce831d7516bce0d82a569634b910a14e7..0000000000000000000000000000000000000000
--- a/Images/Annotated/augment.py
+++ /dev/null
@@ -1,90 +0,0 @@
-import imgaug as ia
-from imgaug import augmenters as iaa
-import numpy as np
-import cv2
-from pascal_voc_writer import Writer
-import xml.etree.ElementTree as ET
-import glob
-from util import sequence_simple, sequence_resize
-from util import annotation as an
-import shutil
-import sys
-
-INPUT_DIR = './images'
-OUTPUT_DIR = './augmented'
-AUGMENT_SIZE = 10
-
-
-def main():
-    global INPUT_DIR
-    for classname in glob.glob(INPUT_DIR + "/"):
-        print(classname)
-        INPUT_DIR = classname
-        print(OUTPUT_DIR)
-    
-        for file in glob.glob('%s/*.xml' % INPUT_DIR):
-            print('Augmenting %s ...' % file)
-            annotation = an.parse_xml(file)
-            augment(annotation)
-
-        for file in glob.glob('%s/*.xml' % OUTPUT_DIR):
-            an.inspect(file)
-
-
-def augment(annotation):
-    seq = sequence_resize.get()
-
-    for i in range(AUGMENT_SIZE):
-        filename = annotation['filename']
-        sp = filename.split('.')
-        outfile = '%s/%s-%02d.%s' % (OUTPUT_DIR, sp[0], i, sp[-1])
-        
-        print("++INFO++")
-        print(outfile)
-        print("++INFO++")
-
-
-        seq_det = seq.to_deterministic()
-
-        print("===")
-        print(INPUT_DIR)
-        print(annotation['filename'])
-        print("===")
-
-        image = cv2.imread('%s/%s' % (INPUT_DIR, annotation['filename']))
-        _bbs = []
-        for obj in annotation['objects']:
-            bb = ia.BoundingBox(x1=int(obj['xmin']),
-                                y1=int(obj['ymin']),
-                                x2=int(obj['xmax']),
-                                y2=int(obj['ymax']),
-                                label=obj['name'])
-            _bbs.append(bb)
-
-        bbs = ia.BoundingBoxesOnImage(_bbs, shape=image.shape)
-
-        image_aug = seq_det.augment_images([image])[0]
-        bbs_aug = seq_det.augment_bounding_boxes(
-            [bbs])[0].remove_out_of_image().cut_out_of_image()
-
-        writer = Writer(outfile,
-                        annotation['size']['width'],
-                        annotation['size']['height'])
-        for bb in bbs_aug.bounding_boxes:
-            if int((bb.x2-bb.x1)*(bb.y2-bb.y1)) == 0:
-                print("augmentet boundingbox has non existing area. Skipping")
-                continue
-            writer.addObject(bb.label,
-                             int(bb.x1),
-                             int(bb.y1),
-                             int(bb.x2),
-                             int(bb.y2))
-
-        print(outfile)
-        cv2.imwrite(outfile, image_aug)
-        writer.save('%s.xml' % outfile[:-4])
-        # writer.save('%s.xml' % outfile.split('.')[0])
-
-
-if __name__ == '__main__':
-    main()
diff --git a/Images/Annotated/augmented/049b1e2c-IMG_20191210_165339-00.jpg b/Images/Annotated/augmented/049b1e2c-IMG_20191210_165339-00.jpg
deleted file mode 100644
index a73310e15131b2647e2685ff96c72e92a38f0fe5..0000000000000000000000000000000000000000
Binary files a/Images/Annotated/augmented/049b1e2c-IMG_20191210_165339-00.jpg and /dev/null differ
diff --git a/Images/Annotated/augmented/049b1e2c-IMG_20191210_165339-00.xml b/Images/Annotated/augmented/049b1e2c-IMG_20191210_165339-00.xml
deleted file mode 100644
index 8a9c3f680b2f1bfa17193dfd6fe05f9f5a593d50..0000000000000000000000000000000000000000
--- a/Images/Annotated/augmented/049b1e2c-IMG_20191210_165339-00.xml
+++ /dev/null
@@ -1,939 +0,0 @@
-<annotation>
-    <folder>augmented</folder>
-    <filename>049b1e2c-IMG_20191210_165339-00.jpg</filename>
-    <path>/home/dnth/Desktop/webdemos/webdemo-microalgae-detection/Images/Annotated/augmented/049b1e2c-IMG_20191210_165339-00.jpg</path>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2794</width>
-        <height>2793</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>61</xmin>
-            <ymin>0</ymin>
-            <xmax>120</xmax>
-            <ymax>36</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>22</xmin>
-            <ymin>34</ymin>
-            <xmax>104</xmax>
-            <ymax>101</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>85</xmin>
-            <ymin>119</ymin>
-            <xmax>141</xmax>
-            <ymax>175</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>3</xmin>
-            <ymin>70</ymin>
-            <xmax>36</xmax>
-            <ymax>137</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>259</xmin>
-            <ymin>116</ymin>
-            <xmax>320</xmax>
-            <ymax>194</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>313</xmin>
-            <ymin>101</ymin>
-            <xmax>355</xmax>
-            <ymax>142</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>370</xmin>
-            <ymin>152</ymin>
-            <xmax>468</xmax>
-            <ymax>194</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
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-            <xmin>437</xmin>
-            <ymin>193</ymin>
-            <xmax>495</xmax>
-            <ymax>255</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
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-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>368</xmin>
-            <ymin>214</ymin>
-            <xmax>444</xmax>
-            <ymax>252</ymax>
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-        <name>Microalgae</name>
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-            <ymin>112</ymin>
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-            <ymin>154</ymin>
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-            <ymax>207</ymax>
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-            <ymax>303</ymax>
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-            <xmin>692</xmin>
-            <ymin>265</ymin>
-            <xmax>737</xmax>
-            <ymax>320</ymax>
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-    </object>    <object>
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-        <difficult>0</difficult>
-        <bndbox>
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-            <ymin>228</ymin>
-            <xmax>249</xmax>
-            <ymax>269</ymax>
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-    </object>    <object>
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-            <ymin>228</ymin>
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-            <ymin>274</ymin>
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-            <ymax>329</ymax>
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-            <ymin>273</ymin>
-            <xmax>482</xmax>
-            <ymax>316</ymax>
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-            <ymin>278</ymin>
-            <xmax>356</xmax>
-            <ymax>347</ymax>
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-    </object>    <object>
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-        <pose>Unspecified</pose>
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-            <xmin>79</xmin>
-            <ymin>283</ymin>
-            <xmax>174</xmax>
-            <ymax>334</ymax>
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-        <pose>Unspecified</pose>
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-        <bndbox>
-            <xmin>182</xmin>
-            <ymin>280</ymin>
-            <xmax>264</xmax>
-            <ymax>310</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
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-            <xmin>261</xmin>
-            <ymin>295</ymin>
-            <xmax>302</xmax>
-            <ymax>327</ymax>
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-    </object>    <object>
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-            <ymin>377</ymin>
-            <xmax>234</xmax>
-            <ymax>413</ymax>
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-    </object>    <object>
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-            <ymin>368</ymin>
-            <xmax>156</xmax>
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-            <ymin>405</ymin>
-            <xmax>84</xmax>
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-            <xmax>801</xmax>
-            <ymax>176</ymax>
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-            <ymin>160</ymin>
-            <xmax>862</xmax>
-            <ymax>222</ymax>
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-    </object>    <object>
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-            <xmin>759</xmin>
-            <ymin>228</ymin>
-            <xmax>859</xmax>
-            <ymax>290</ymax>
-        </bndbox>
-    </object>    <object>
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-        <bndbox>
-            <xmin>765</xmin>
-            <ymin>254</ymin>
-            <xmax>837</xmax>
-            <ymax>312</ymax>
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-        <bndbox>
-            <xmin>830</xmin>
-            <ymin>356</ymin>
-            <xmax>924</xmax>
-            <ymax>401</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
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-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>750</xmin>
-            <ymin>365</ymin>
-            <xmax>827</xmax>
-            <ymax>424</ymax>
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-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>763</xmin>
-            <ymin>77</ymin>
-            <xmax>829</xmax>
-            <ymax>145</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
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-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>789</xmin>
-            <ymin>86</ymin>
-            <xmax>845</xmax>
-            <ymax>145</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>807</xmin>
-            <ymin>71</ymin>
-            <xmax>837</xmax>
-            <ymax>100</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
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-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>775</xmin>
-            <ymin>40</ymin>
-            <xmax>794</xmax>
-            <ymax>70</ymax>
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-        <name>Microalgae</name>
-        <pose>Unspecified</pose>
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-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>688</xmin>
-            <ymin>552</ymin>
-            <xmax>784</xmax>
-            <ymax>607</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
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-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <bndbox>
-            <xmin>805</xmin>
-            <ymin>462</ymin>
-            <xmax>904</xmax>
-            <ymax>500</ymax>
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-        <name>Microalgae</name>
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-        <bndbox>
-            <xmin>35</xmin>
-            <ymin>477</ymin>
-            <xmax>109</xmax>
-            <ymax>498</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
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-            <xmax>545</xmax>
-            <ymax>327</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
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-            <xmin>525</xmin>
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-            <xmax>583</xmax>
-            <ymax>326</ymax>
-        </bndbox>
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-        <name>Microalgae</name>
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-            <ymin>270</ymin>
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-            <ymax>297</ymax>
-        </bndbox>
-    </object>    <object>
-        <name>Microalgae</name>
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-</annotation>
diff --git a/Images/Annotated/coco2voc.py b/Images/Annotated/coco2voc.py
deleted file mode 100644
index da96f132e30cac0e0276ff0fb7a663fe691bed85..0000000000000000000000000000000000000000
--- a/Images/Annotated/coco2voc.py
+++ /dev/null
@@ -1,101 +0,0 @@
-#encoding:utf-8
-
-import os
-import json
-import cv2
-from lxml import etree
-import xml.etree.cElementTree as ET
-import time
-import pandas as pd
-from tqdm import tqdm
-import json
-import argparse
-
-# Run this command
-# python coco2voc.py --json_path result.json
-
-# This creates xml file in the image directory as specified in the json file
-# images + json inside images folder
-# converted xml file also in images folder
-
-
-def coco2voc(anno, xml_dir, rgb_img):
-
-    with open(anno, 'r', encoding='utf-8') as load_f:
-        f = json.load(load_f)
-
-
-    imgs = f['images']
-
-    df_cate = pd.DataFrame(f['categories'])
-    _ = df_cate.sort_values(["id"],ascending=True)
-    df_anno = pd.DataFrame(f['annotations'])
-    categories = dict(zip(df_cate.id.values, df_cate.name.values))
-
-    for i in tqdm(range(len(imgs))):
-        xml_content = []
-        file_name = imgs[i]['file_name']
-        height = imgs[i]['height']
-        img_id = imgs[i]['id']
-        width = imgs[i]['width']
-
-        if(rgb_img == "True"): depth=3
-        else: depth=1
-
-        # print(depth)
-
-        xml_content.append("<annotation>")
-        xml_content.append("	<folder>VOC2007</folder>")
-        xml_content.append("	<filename>"+file_name+"</filename>")
-        xml_content.append("	<size>")
-        xml_content.append("		<width>"+str(width)+"</width>")
-        xml_content.append("		<height>"+str(height)+"</height>")
-        xml_content.append("		<depth>"+str(depth)+"</depth>")
-        xml_content.append("	</size>")
-        xml_content.append("	<segmented>0</segmented>")
-        
-        annos = df_anno[df_anno["image_id"].isin([img_id])]
-
-        for index, row in annos.iterrows():
-            bbox = row["bbox"]
-            category_id = row["category_id"]
-            cate_name = categories[category_id]
-
-            
-            xml_content.append("	<object>")
-            xml_content.append("		<name>"+cate_name+"</name>")
-            xml_content.append("		<pose>Unspecified</pose>")
-            xml_content.append("		<truncated>0</truncated>")
-            xml_content.append("		<difficult>0</difficult>")
-            xml_content.append("		<bndbox>")
-            xml_content.append("			<xmin>"+str(int(bbox[0]))+"</xmin>")
-            xml_content.append("			<ymin>"+str(int(bbox[1]))+"</ymin>")
-            xml_content.append("			<xmax>"+str(int(bbox[0]+bbox[2]))+"</xmax>")
-            xml_content.append("			<ymax>"+str(int(bbox[1]+bbox[3]))+"</ymax>")
-            xml_content.append("		</bndbox>")
-            xml_content.append("	</object>")
-        xml_content.append("</annotation>")
-
-        x = xml_content
-        xml_content=[x[i] for i in range(0,len(x)) if x[i]!="\n"]
-
-
-        xml_path = os.path.join(xml_dir,file_name.split('.')[-2] + '.xml')
-
-        with open(xml_path, 'w+',encoding="utf8") as f:
-            f.write('\n'.join(xml_content))
-        xml_content[:]=[]
-
-
-if __name__ == '__main__':
-    parser = argparse.ArgumentParser(description="convert coco .json annotation to voc .xml annotation")
-    
-    parser.add_argument('--json_path',type=str, help='path to json file.', default="./annotations/train.json")
-    parser.add_argument('--rgb_img', type=str, help='True if image in rgb', default="True")
-    parser.add_argument('--output',type = str, help='path to output xml files.',default="./images")
-    
-    args = parser.parse_args()
-
-    if not os.path.exists(args.output):
-        os.mkdir(args.output)
-    coco2voc(args.json_path, args.output, args.rgb_img)
\ No newline at end of file
diff --git a/Images/Annotated/images/049b1e2c-IMG_20191210_165339.jpg b/Images/Annotated/images/049b1e2c-IMG_20191210_165339.jpg
deleted file mode 100644
index 17c5d2d3e5aea8ca7bb8c160528cefcb36fa5dbd..0000000000000000000000000000000000000000
Binary files a/Images/Annotated/images/049b1e2c-IMG_20191210_165339.jpg and /dev/null differ
diff --git a/Images/Annotated/images/049b1e2c-IMG_20191210_165339.xml b/Images/Annotated/images/049b1e2c-IMG_20191210_165339.xml
deleted file mode 100644
index 4a14d744eb4c116731687dbd61829ee75a41aeef..0000000000000000000000000000000000000000
--- a/Images/Annotated/images/049b1e2c-IMG_20191210_165339.xml
+++ /dev/null
@@ -1,1234 +0,0 @@
-<annotation>
-	<folder>VOC2007</folder>
-	<filename>049b1e2c-IMG_20191210_165339.jpg</filename>
-	<size>
-		<width>2794</width>
-		<height>2793</height>
-		<depth>3</depth>
-	</size>
-	<segmented>0</segmented>
-	<object>
-		<name>Microalgae</name>
-		<pose>Unspecified</pose>
-		<truncated>0</truncated>
-		<difficult>0</difficult>
-		<bndbox>
-			<xmin>467</xmin>
-			<ymin>523</ymin>
-			<xmax>565</xmax>
-			<ymax>763</ymax>
-		</bndbox>
-	</object>
-	<object>
-		<name>Microalgae</name>
-		<pose>Unspecified</pose>
-		<truncated>0</truncated>
-		<difficult>0</difficult>
-		<bndbox>
-			<xmin>409</xmin>
-			<ymin>803</ymin>
-			<xmax>578</xmax>
-			<ymax>956</ymax>
-		</bndbox>
-	</object>
-	<object>
-		<name>Microalgae</name>
-		<pose>Unspecified</pose>
-		<truncated>0</truncated>
-		<difficult>0</difficult>
-		<bndbox>
-			<xmin>597</xmin>
-			<ymin>1006</ymin>
-			<xmax>707</xmax>
-			<ymax>1144</ymax>
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deleted file mode 100644
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Binary files a/Images/Annotated/images/171bfe01-IMG_20191210_163647.jpg and /dev/null differ
diff --git a/Images/Annotated/images/171bfe01-IMG_20191210_163647.xml b/Images/Annotated/images/171bfe01-IMG_20191210_163647.xml
deleted file mode 100644
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-		<difficult>0</difficult>
-		<bndbox>
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-			<xmin>1632</xmin>
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-		<bndbox>
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\ No newline at end of file
diff --git a/Images/Annotated/images/result.json b/Images/Annotated/images/result.json
deleted file mode 100644
index 3e4f20893542e5cd1f4adfef2ceb52e4785f086d..0000000000000000000000000000000000000000
--- a/Images/Annotated/images/result.json
+++ /dev/null
@@ -1,18482 +0,0 @@
-{
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-      "height": 2794,
-      "id": 0,
-      "file_name": "67fa2530-IMG_20191212_150630.jpg"
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-    },
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-      "file_name": "9a710c33-IMG_20191210_162520.jpg"
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-      "file_name": "1c9a0a9d-IMG_20191210_162402.jpg"
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-      "file_name": "3b3fd5eb-IMG_20191210_162238.jpg"
-    }
-  ],
-  "categories": [
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-      "id": 0,
-      "name": "Microalgae"
-    }
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-  "annotations": [
-    {
-      "id": 0,
-      "image_id": 0,
-      "category_id": 0,
-      "segmentation": [],
-      "bbox": [
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-        193,
-        186
-      ],
-      "ignore": 0,
-      "iscrowd": 0,
-      "area": 35898
-    },
-    {
-      "id": 1,
-      "image_id": 0,
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-      "segmentation": [],
-      "bbox": [
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-      ],
-      "ignore": 0,
-      "iscrowd": 0,
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-    "date_created": "2021-12-01 09:43:34.990175"
-  }
-}
\ No newline at end of file
diff --git a/Images/Annotated/util/__pycache__/annotation.cpython-38.pyc b/Images/Annotated/util/__pycache__/annotation.cpython-38.pyc
deleted file mode 100644
index 8da5749c0040cb466b4360180854ca7ab70e9e2e..0000000000000000000000000000000000000000
Binary files a/Images/Annotated/util/__pycache__/annotation.cpython-38.pyc and /dev/null differ
diff --git a/Images/Annotated/util/__pycache__/sequence_resize.cpython-38.pyc b/Images/Annotated/util/__pycache__/sequence_resize.cpython-38.pyc
deleted file mode 100644
index a7b1d2d9f76d3724d6b01fe5505381868a35968f..0000000000000000000000000000000000000000
Binary files a/Images/Annotated/util/__pycache__/sequence_resize.cpython-38.pyc and /dev/null differ
diff --git a/Images/Annotated/util/__pycache__/sequence_simple.cpython-38.pyc b/Images/Annotated/util/__pycache__/sequence_simple.cpython-38.pyc
deleted file mode 100644
index e7b37751edd087a8e40c654c3ff2837d0aab629f..0000000000000000000000000000000000000000
Binary files a/Images/Annotated/util/__pycache__/sequence_simple.cpython-38.pyc and /dev/null differ
diff --git a/Images/Annotated/util/annotation.py b/Images/Annotated/util/annotation.py
deleted file mode 100644
index 74e36f0e95790a35d308a1302ecdfcecdc69e17e..0000000000000000000000000000000000000000
--- a/Images/Annotated/util/annotation.py
+++ /dev/null
@@ -1,42 +0,0 @@
-import imgaug as ia
-from imgaug import augmenters as iaa
-import numpy as np
-import xml.etree.ElementTree as ET
-import glob
-import shutil
-
-EMPTY_DIR = 'empty'
-
-
-def parse_xml(filename):
-    tree = ET.parse(filename)
-    elem = tree.getroot()
-    result = {
-        'filename': elem.find('.//filename').text,
-        'size': {
-            'width': elem.find('.//size/width').text,
-            'height': elem.find('.//size/height').text,
-            'depth': elem.find('.//size/depth').text,
-        },
-        'objects': []
-    }
-
-    for e in elem.findall('.//object'):
-        obj = {
-            'name': e.find('.//name').text,
-            'xmin': e.find('.//bndbox/xmin').text,
-            'ymin': e.find('.//bndbox/ymin').text,
-            'xmax': e.find('.//bndbox/xmax').text,
-            'ymax': e.find('.//bndbox/ymax').text
-        }
-        result['objects'].append(obj)
-
-    return result
-
-
-def inspect(filename):
-    annotation = parse_xml(filename)
-
-    if len(annotation['objects']) == 0:
-        print('Empty annotation file %s is moved.' % filename)
-        shutil.move(filename, EMPTY_DIR)
diff --git a/Images/Annotated/util/sequence.py b/Images/Annotated/util/sequence.py
deleted file mode 100644
index 857e44019b0ae75cb17baf4930c471ef28db9c8f..0000000000000000000000000000000000000000
--- a/Images/Annotated/util/sequence.py
+++ /dev/null
@@ -1,98 +0,0 @@
-import imgaug as ia
-from imgaug import augmenters as iaa
-
-
-def get():
-    def sometimes(aug): return iaa.Sometimes(0.5, aug)
-
-    return iaa.Sequential(
-        [
-            # apply the following augmenters to most images
-            iaa.Fliplr(0.5),  # horizontally flip 50% of all images
-            iaa.Flipud(0.2),  # vertically flip 20% of all images
-            # crop images by -5% to 10% of their height/width
-            sometimes(iaa.CropAndPad(
-                percent=(-0.05, 0.1),
-                pad_mode=ia.ALL,
-                pad_cval=(0, 255)
-            )),
-            sometimes(iaa.Affine(
-                # scale images to 80-120% of their size, individually per axis
-                scale={'x': (0.8, 1.2), 'y': (0.8, 1.2)},
-                # translate by -20 to +20 percent (per axis)
-                translate_percent={'x': (-0.2, 0.2), 'y': (-0.2, 0.2)},
-                rotate=(-45, 45),  # rotate by -45 to +45 degrees
-                shear=(-16, 16),  # shear by -16 to +16 degrees
-                # use nearest neighbour or bilinear interpolation (fast)
-                order=[0, 1],
-                # if mode is constant, use a cval between 0 and 255
-                cval=(0, 255),
-                # use any of scikit-image's warping modes (see 2nd image from the top for examples)
-                mode=ia.ALL
-            )),
-            # execute 0 to 5 of the following (less important) augmenters per image
-            # don't execute all of them, as that would often be way too strong
-            iaa.SomeOf((0, 5),
-                       [
-                # convert images into their superpixel representation
-                sometimes(iaa.Superpixels(
-                    p_replace=(0, 1.0), n_segments=(20, 200))),
-                iaa.OneOf([
-                    # blur images with a sigma between 0 and 3.0
-                    iaa.GaussianBlur((0, 3.0)),
-                    # blur image using local means with kernel sizes between 2 and 7
-                    iaa.AverageBlur(k=(2, 7)),
-                    # blur image using local medians with kernel sizes between 2 and 7
-                    iaa.MedianBlur(k=(3, 11)),
-                ]),
-                iaa.Sharpen(alpha=(0, 1.0), lightness=(
-                    0.75, 1.5)),  # sharpen images
-                iaa.Emboss(alpha=(0, 1.0), strength=(
-                    0, 2.0)),  # emboss images
-                # search either for all edges or for directed edges,
-                # blend the result with the original image using a blobby mask
-                iaa.SimplexNoiseAlpha(iaa.OneOf([
-                    iaa.EdgeDetect(alpha=(0.5, 1.0)),
-                    iaa.DirectedEdgeDetect(
-                        alpha=(0.5, 1.0), direction=(0.0, 1.0)),
-                ])),
-                # add gaussian noise to images
-                iaa.AdditiveGaussianNoise(loc=0, scale=(
-                    0.0, 0.05*255), per_channel=0.5),
-                iaa.OneOf([
-                    # randomly remove up to 10% of the pixels
-                    iaa.Dropout((0.01, 0.1), per_channel=0.5),
-                    iaa.CoarseDropout((0.03, 0.15), size_percent=(
-                        0.02, 0.05), per_channel=0.2),
-                ]),
-                # invert color channels
-                iaa.Invert(0.05, per_channel=True),
-                # change brightness of images (by -10 to 10 of original value)
-                iaa.Add((-10, 10), per_channel=0.5),
-                # change hue and saturation
-                iaa.AddToHueAndSaturation((-20, 20)),
-                # either change the brightness of the whole image (sometimes
-                # per channel) or change the brightness of subareas
-                iaa.OneOf([
-                    iaa.Multiply((0.5, 1.5), per_channel=0.5),
-                    iaa.FrequencyNoiseAlpha(
-                        exponent=(-4, 0),
-                        first=iaa.Multiply((0.5, 1.5), per_channel=True),
-                        second=iaa.ContrastNormalization((0.5, 2.0))
-                    )
-                ]),
-                # improve or worsen the contrast
-                iaa.ContrastNormalization((0.5, 2.0), per_channel=0.5),
-                iaa.Grayscale(alpha=(0.0, 1.0)),
-                # move pixels locally around (with random strengths)
-                sometimes(iaa.ElasticTransformation(
-                    alpha=(0.5, 3.5), sigma=0.25)),
-                # sometimes move parts of the image around
-                sometimes(iaa.PiecewiseAffine(scale=(0.01, 0.05))),
-                sometimes(iaa.PerspectiveTransform(scale=(0.01, 0.1)))
-            ],
-                random_order=True
-            )
-        ],
-        random_order=False
-    )
diff --git a/Images/Annotated/util/sequence_resize.py b/Images/Annotated/util/sequence_resize.py
deleted file mode 100644
index 46ebd8d501c4a43587d6807b54e140ee2bfaf46f..0000000000000000000000000000000000000000
--- a/Images/Annotated/util/sequence_resize.py
+++ /dev/null
@@ -1,33 +0,0 @@
-import imgaug as ia
-from imgaug import augmenters as iaa
-
-
-def get():
-    def sometimes(aug): return iaa.Sometimes(0.5, aug)
-
-    return iaa.Sequential(
-        [
-            iaa.PadToSquare(position='center'),
-            # iaa.Fliplr(0.5),  # horizontal flips
-            
-            # sometimes(iaa.Multiply((0.8, 1.2), per_channel=0.2),),
-            # sometimes(iaa.Add((-10, 10), per_channel=0.5)), # change brightness of images (by -10 to 10 of original value)
-            # sometimes(iaa.AddToHueAndSaturation((-20, 20))), # change hue and saturation
-            
-            sometimes(iaa.AddToBrightness((-30, 30))),
-            sometimes(iaa.LinearContrast((0.75, 1.5))), # Strengthen or weaken the contrast in each image.
-            
-            sometimes(iaa.CropAndPad(
-                percent=(-0.05, 0.1),
-                pad_mode=ia.ALL,
-                pad_cval=(0, 255)
-            )),
-            sometimes(iaa.Affine(
-                scale={"x": (0.8, 1.2), "y": (0.8, 1.2)},
-                translate_percent={"x": (-0.2, 0.2), "y": (-0.2, 0.2)},
-                rotate=(-15, 15)
-            )),
-            iaa.Resize({"height": 1024, "width": 1024})
-        ],
-        random_order=False
-    )
diff --git a/Images/Annotated/util/sequence_simple.py b/Images/Annotated/util/sequence_simple.py
deleted file mode 100644
index 61741eec038c719b059b4b943716a13f9e963546..0000000000000000000000000000000000000000
--- a/Images/Annotated/util/sequence_simple.py
+++ /dev/null
@@ -1,46 +0,0 @@
-import imgaug as ia
-from imgaug import augmenters as iaa
-
-
-def get():
-    def sometimes(aug): return iaa.Sometimes(0.5, aug)
-
-    return iaa.Sequential(
-        [
-            iaa.CropAndPad(
-                percent=(-0.1, 0.1),
-                pad_mode=ia.ALL,
-                pad_cval=(0, 255),
-            ),
-            iaa.Fliplr(0.5),  # horizontal flips
-            iaa.Crop(percent=(0, 0.1)),  # random crops
-            # Small gaussian blur with random sigma between 0 and 0.5.
-            # But we only blur about 50% of all images.
-            iaa.Sometimes(
-                0.5,
-                iaa.GaussianBlur(sigma=(0, 0.5))
-            ),
-            # Strengthen or weaken the contrast in each image.
-            iaa.LinearContrast((0.75, 1.5)),
-            # Add gaussian noise.
-            # For 50% of all images, we sample the noise once per pixel.
-            # For the other 50% of all images, we sample the noise per pixel AND
-            # channel. This can change the color (not only brightness) of the
-            # pixels.
-            # iaa.AdditiveGaussianNoise(loc=0, scale=(
-            #     0.0, 0.05*255), per_channel=0.5),
-            # Make some images brighter and some darker.
-            # In 20% of all cases, we sample the multiplier once per channel,
-            # which can end up changing the color of the images.
-            # iaa.Multiply((0.8, 1.2), per_channel=0.2),
-            # Apply affine transformations to each image.
-            # Scale/zoom them, translate/move them, rotate them and shear them.
-            iaa.Affine(
-                scale={"x": (0.8, 1.2), "y": (0.8, 1.2)},
-                translate_percent={"x": (-0.2, 0.2), "y": (-0.2, 0.2)},
-                rotate=(-25, 25),
-                shear=(-8, 8)
-            )
-        ],
-        random_order=False
-    )
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diff --git a/app.py b/app.py
index e7b12c7078b5a4aba93de3a1518aeaac33ab28fe..4ae3082167063298c5cf9e634498a95b75fb2f23 100644
--- a/app.py
+++ b/app.py
@@ -1,42 +1,22 @@
 from icevision.all import *
-import PIL, requests
-import torch
-from torchvision import transforms
+from icevision.models.checkpoint import *
+import PIL
 import gradio as gr
+import os
 
-# Download the dataset
-# Create the parser
-parser = parsers.VOCBBoxParser(annotations_dir="Images/Annotated/augmented", images_dir="Images/Annotated/augmented")
-
-
-# Parse annotations to create records
-train_records, valid_records = parser.parse()
-
-class_map = parser.class_map
+# Load model
+checkpoint_path = 'models/model_checkpoint.pth'
+checkpoint_and_model = model_from_checkpoint(checkpoint_path)
 
-extra_args = {}
-model_type = models.torchvision.retinanet
-backbone = model_type.backbones.resnet50_fpn
-# Instantiate the model
-model = model_type.model(backbone=backbone(pretrained=True), num_classes=len(parser.class_map), **extra_args) 
+model = checkpoint_and_model["model"]
+model_type = checkpoint_and_model["model_type"]
+class_map = checkpoint_and_model["class_map"]
 
 # Transforms
-# size is set to 384 because EfficientDet requires its inputs to be divisible by 128
-image_size = 640
-train_tfms = tfms.A.Adapter([*tfms.A.aug_tfms(size=image_size, presize=768), tfms.A.Normalize()])
-valid_tfms = tfms.A.Adapter([*tfms.A.resize_and_pad(image_size), tfms.A.Normalize()])
-# Datasets
-train_ds = Dataset(train_records, train_tfms)
-valid_ds = Dataset(valid_records, valid_tfms)
-# Data Loaders
-train_dl = model_type.train_dl(train_ds, batch_size=8, num_workers=4, shuffle=True)
-valid_dl = model_type.valid_dl(valid_ds, batch_size=8, num_workers=4, shuffle=False)
-metrics = [COCOMetric(metric_type=COCOMetricType.bbox)]
-learn = model_type.fastai.learner(dls=[train_dl, valid_dl], model=model, metrics=metrics)
-
-learn = learn.load('model')
+img_size = checkpoint_and_model["img_size"]
+valid_tfms = tfms.A.Adapter([*tfms.A.resize_and_pad(img_size), tfms.A.Normalize()])
+
 
-import os
 for root, dirs, files in os.walk(r'sample_images/'):
     for filename in files:
         print(filename)
diff --git a/models/model.pth b/models/model.pth
deleted file mode 100644
index 890accac0dfec13e42b5aef61e160bed06c15459..0000000000000000000000000000000000000000
--- a/models/model.pth
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:420fae346d82ce0cf47755c1911a3d8d446b36e2fd276eb8e316344f5110abb0
-size 129206631
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