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index 03c5712b8a4..00000000000
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index cc466b42f3e..00000000000
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index b085e90e4d6..00000000000
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diff --git a/data/images/train/8.xml b/data/images/train/8.xml
deleted file mode 100644
index a88339f8a9c..00000000000
--- a/data/images/train/8.xml
+++ /dev/null
@@ -1,122 +0,0 @@
-<annotation>
-	<folder>images</folder>
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-	<path>E:\Learning_Resources\Deep_learning\my_data_sets\DATASETS_IMAGE\object_detection_demo\images\8.jpg</path>
-	<source>
-		<database>Unknown</database>
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-	<size>
-		<width>800</width>
-		<height>600</height>
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-			<xmin>407</xmin>
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-		</bndbox>
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-	<object>
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-			<xmin>251</xmin>
-			<ymin>407</ymin>
-			<xmax>372</xmax>
-			<ymax>559</ymax>
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-	</object>
-	<object>
-		<name>fig</name>
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-		<difficult>0</difficult>
-		<bndbox>
-			<xmin>245</xmin>
-			<ymin>92</ymin>
-			<xmax>326</xmax>
-			<ymax>216</ymax>
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-	</object>
-	<object>
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-		<bndbox>
-			<xmin>400</xmin>
-			<ymin>320</ymin>
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-			<ymax>394</ymax>
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-	</object>
-	<object>
-		<name>hazelnut</name>
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-		<difficult>0</difficult>
-		<bndbox>
-			<xmin>379</xmin>
-			<ymin>487</ymin>
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index 6ae200bea98..00000000000
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diff --git a/data/images/train/9.xml b/data/images/train/9.xml
deleted file mode 100644
index efbe5a895b6..00000000000
--- a/data/images/train/9.xml
+++ /dev/null
@@ -1,146 +0,0 @@
-<annotation>
-	<folder>train</folder>
-	<filename>9.jpg</filename>
-	<path>E:\Learning_Resources\Deep_learning\my_data_sets\DATASETS_IMAGE\object_detection_demo\training_demo\images\train\9.jpg</path>
-	<source>
-		<database>Unknown</database>
-	</source>
-	<size>
-		<width>800</width>
-		<height>600</height>
-		<depth>3</depth>
-	</size>
-	<segmented>0</segmented>
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diff --git a/data/images/train/uav1.jpg b/data/images/train/uav1.jpg
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diff --git a/data/images/train/uav1.xml b/data/images/train/uav1.xml
new file mode 100644
index 00000000000..00a4f64f047
--- /dev/null
+++ b/data/images/train/uav1.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav1.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav1.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>131</xmin>
+			<ymin>146</ymin>
+			<xmax>331</xmax>
+			<ymax>286</ymax>
+		</bndbox>
+	</object>
+</annotation>
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diff --git a/data/images/train/uav10.xml b/data/images/train/uav10.xml
new file mode 100644
index 00000000000..e7d54e1c995
--- /dev/null
+++ b/data/images/train/uav10.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav10.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav10.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>86</xmin>
+			<ymin>112</ymin>
+			<xmax>401</xmax>
+			<ymax>370</ymax>
+		</bndbox>
+	</object>
+</annotation>
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diff --git a/data/images/train/uav11.xml b/data/images/train/uav11.xml
new file mode 100644
index 00000000000..38cd37d114a
--- /dev/null
+++ b/data/images/train/uav11.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav11.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav11.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>1</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>1</xmin>
+			<ymin>207</ymin>
+			<xmax>462</xmax>
+			<ymax>361</ymax>
+		</bndbox>
+	</object>
+</annotation>
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diff --git a/data/images/train/uav12.xml b/data/images/train/uav12.xml
new file mode 100644
index 00000000000..4446d5a9abb
--- /dev/null
+++ b/data/images/train/uav12.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav12.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav12.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>89</xmin>
+			<ymin>237</ymin>
+			<xmax>464</xmax>
+			<ymax>385</ymax>
+		</bndbox>
+	</object>
+</annotation>
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diff --git a/data/images/train/uav14.xml b/data/images/train/uav14.xml
new file mode 100644
index 00000000000..10439696c32
--- /dev/null
+++ b/data/images/train/uav14.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav14.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav14.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>1</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>1</xmin>
+			<ymin>30</ymin>
+			<xmax>500</xmax>
+			<ymax>423</ymax>
+		</bndbox>
+	</object>
+</annotation>
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diff --git a/data/images/train/uav16.xml b/data/images/train/uav16.xml
new file mode 100644
index 00000000000..df9d8a42d8c
--- /dev/null
+++ b/data/images/train/uav16.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav16.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav16.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>130</xmin>
+			<ymin>211</ymin>
+			<xmax>302</xmax>
+			<ymax>266</ymax>
+		</bndbox>
+	</object>
+</annotation>
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new file mode 100644
index 00000000000..de82b61e50c
--- /dev/null
+++ b/data/images/train/uav17.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav17.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav17.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>49</xmin>
+			<ymin>100</ymin>
+			<xmax>462</xmax>
+			<ymax>331</ymax>
+		</bndbox>
+	</object>
+</annotation>
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diff --git a/data/images/train/uav2.xml b/data/images/train/uav2.xml
new file mode 100644
index 00000000000..967f06ba203
--- /dev/null
+++ b/data/images/train/uav2.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav2.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav2.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>2</xmin>
+			<ymin>215</ymin>
+			<xmax>499</xmax>
+			<ymax>426</ymax>
+		</bndbox>
+	</object>
+</annotation>
diff --git a/data/images/train/uav4.jpg b/data/images/train/uav4.jpg
new file mode 100644
index 00000000000..a981f66990f
Binary files /dev/null and b/data/images/train/uav4.jpg differ
diff --git a/data/images/train/uav4.xml b/data/images/train/uav4.xml
new file mode 100644
index 00000000000..c2e4c53dc38
--- /dev/null
+++ b/data/images/train/uav4.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav4.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav4.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>2</xmin>
+			<ymin>99</ymin>
+			<xmax>477</xmax>
+			<ymax>387</ymax>
+		</bndbox>
+	</object>
+</annotation>
diff --git a/data/images/train/uav5.jpg b/data/images/train/uav5.jpg
new file mode 100644
index 00000000000..63c6b578c7c
Binary files /dev/null and b/data/images/train/uav5.jpg differ
diff --git a/data/images/train/uav5.xml b/data/images/train/uav5.xml
new file mode 100644
index 00000000000..0421069afb7
--- /dev/null
+++ b/data/images/train/uav5.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav5.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav5.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>38</xmin>
+			<ymin>110</ymin>
+			<xmax>385</xmax>
+			<ymax>349</ymax>
+		</bndbox>
+	</object>
+</annotation>
diff --git a/data/images/train/uav6.jpg b/data/images/train/uav6.jpg
new file mode 100644
index 00000000000..cff76318c71
Binary files /dev/null and b/data/images/train/uav6.jpg differ
diff --git a/data/images/train/uav6.xml b/data/images/train/uav6.xml
new file mode 100644
index 00000000000..a288077745a
--- /dev/null
+++ b/data/images/train/uav6.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav6.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav6.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>136</xmin>
+			<ymin>352</ymin>
+			<xmax>244</xmax>
+			<ymax>458</ymax>
+		</bndbox>
+	</object>
+</annotation>
diff --git a/data/images/train/uav7.jpg b/data/images/train/uav7.jpg
new file mode 100644
index 00000000000..33f1b3468ed
Binary files /dev/null and b/data/images/train/uav7.jpg differ
diff --git a/data/images/train/uav7.xml b/data/images/train/uav7.xml
new file mode 100644
index 00000000000..10347849fe6
--- /dev/null
+++ b/data/images/train/uav7.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav7.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav7.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>11</xmin>
+			<ymin>155</ymin>
+			<xmax>462</xmax>
+			<ymax>349</ymax>
+		</bndbox>
+	</object>
+</annotation>
diff --git a/data/images/train/uav8.jpg b/data/images/train/uav8.jpg
new file mode 100644
index 00000000000..410eda2e029
Binary files /dev/null and b/data/images/train/uav8.jpg differ
diff --git a/data/images/train/uav8.xml b/data/images/train/uav8.xml
new file mode 100644
index 00000000000..511cda1a555
--- /dev/null
+++ b/data/images/train/uav8.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav8.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav8.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>63</xmin>
+			<ymin>221</ymin>
+			<xmax>269</xmax>
+			<ymax>279</ymax>
+		</bndbox>
+	</object>
+</annotation>
diff --git a/data/images/train/uav9.jpg b/data/images/train/uav9.jpg
new file mode 100644
index 00000000000..3ba6a58b65c
Binary files /dev/null and b/data/images/train/uav9.jpg differ
diff --git a/data/images/train/uav9.xml b/data/images/train/uav9.xml
new file mode 100644
index 00000000000..3f985ba9660
--- /dev/null
+++ b/data/images/train/uav9.xml
@@ -0,0 +1,26 @@
+<annotation>
+	<folder>train</folder>
+	<filename>uav9.jpg</filename>
+	<path>/home/santhui/PythonProject/GitLab/object_detection_demo/data/images/train/uav9.jpg</path>
+	<source>
+		<database>Unknown</database>
+	</source>
+	<size>
+		<width>500</width>
+		<height>500</height>
+		<depth>3</depth>
+	</size>
+	<segmented>0</segmented>
+	<object>
+		<name>uav</name>
+		<pose>Unspecified</pose>
+		<truncated>0</truncated>
+		<difficult>0</difficult>
+		<bndbox>
+			<xmin>105</xmin>
+			<ymin>191</ymin>
+			<xmax>307</xmax>
+			<ymax>252</ymax>
+		</bndbox>
+	</object>
+</annotation>
diff --git a/test/0.jpg b/test/0.jpg
deleted file mode 100644
index 20c60ede24e..00000000000
Binary files a/test/0.jpg and /dev/null differ
diff --git a/test/10.jpg b/test/10.jpg
deleted file mode 100644
index c4fc21ab70e..00000000000
Binary files a/test/10.jpg and /dev/null differ
diff --git a/test/15.jpg b/test/15.jpg
deleted file mode 100644
index 303e7287638..00000000000
Binary files a/test/15.jpg and /dev/null differ
diff --git a/test/uav100.jpg b/test/uav100.jpg
new file mode 100644
index 00000000000..8c1cacebffd
Binary files /dev/null and b/test/uav100.jpg differ
diff --git a/test/uav101.jpg b/test/uav101.jpg
new file mode 100644
index 00000000000..861a503a34a
Binary files /dev/null and b/test/uav101.jpg differ
diff --git a/test/uav102.jpg b/test/uav102.jpg
new file mode 100644
index 00000000000..3bf7fac88a3
Binary files /dev/null and b/test/uav102.jpg differ