create bash script for reproduce figure

.idea/.gitignore

-# Default ignored files
-/workspace.xml
\ No newline at end of file

.idea/Region_Active_Learning.iml

-<?xml version="1.0" encoding="UTF-8"?>
-<module type="PYTHON_MODULE" version="4">
-  <component name="NewModuleRootManager">
-    <content url="file://$MODULE_DIR$" />
-    <orderEntry type="inheritedJdk" />
-    <orderEntry type="sourceFolder" forTests="false" />
-  </component>
-  <component name="PyDocumentationSettings">
-    <option name="format" value="GOOGLE" />
-    <option name="myDocStringFormat" value="Google" />
-  </component>
-</module>
\ No newline at end of file

.idea/inspectionProfiles/profiles_settings.xml

-<component name="InspectionProjectProfileManager">
-  <settings>
-    <option name="USE_PROJECT_PROFILE" value="false" />
-    <version value="1.0" />
-  </settings>
-</component>
\ No newline at end of file

.idea/misc.xml

-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.8" project-jdk-type="Python SDK" />
-</project>
\ No newline at end of file

.idea/modules.xml

-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="ProjectModuleManager">
-    <modules>
-      <module fileurl="file://$PROJECT_DIR$/.idea/Region_Active_Learning.iml" filepath="$PROJECT_DIR$/.idea/Region_Active_Learning.iml" />
-    </modules>
-  </component>
-</project>
\ No newline at end of file

.idea/vcs.xml

-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="VcsDirectoryMappings">
-    <mapping directory="$PROJECT_DIR$" vcs="Git" />
-  </component>
-</project>
\ No newline at end of file

README.md

@@ -33,7 +33,7 @@ In order to evaluate the model at each acquisition step, run
 ``` python
 python3 -c 'import Test as te;te.running_test_for_single_acquisition_step(model_dir)'
 Args:
-	model_dir: the directory that saves the model ckpt
+  model_dir: the directory that saves the model ckpt
 ```
 
 #### Train the model
@@ -43,21 +43,32 @@ Args:
   ```python
   python3 -c 'import Train_Active_Full_Im as tafi;tafi.running_loop_active_learning_full_image(stage)'
   Args:
-  	stage: int, 0:random, 1:VarRatio, 2:Entropy, 3:BALD
+    stage: int, 0:random, 1:VarRatio, 2:Entropy, 3:BALD
   ```
 
 - For region based active learning, run
-	```python
-	python3 -c 'import Train_Active_Region_Im as tari;tari.running_loop_active_learning_region(stage)'
-	Args:
-	  stage: int, 0:random, 1:VarRatio, 2:Entropy, 3:BALD
-	```
+    
+  ```python
+  python3 -c 'import Train_Active_Region_Im as tari;tari.running_loop_active_learning_region(stage)'
+  Args:
+    stage: int, 0:random, 1:VarRatio, 2:Entropy, 3:BALD
+  ```
 
 #### Reproduce figures
 
 In order to reproduce the figures in the paper, run
 
 ```bash
+<<<<<<< HEAD
 ./produce_figure.sh
+=======
+# Download the statistics
+cd Exp_Stat
+wget https:
+tar -xzvf calibration_score.tar.gz
+cd ..
+cd eval_calibration
+python3 visualize_calibration_score.py --save True
+>>>>>>> 86802244ca958cf2c36e6ac8940fac4b6c09d8f4
 ```