Update app.py

app.py

@@ -13,14 +13,24 @@ import cv2
 import numpy as np
 from sklearn.ensemble import RandomForestClassifier
 
-st.title("Image Bluriness Prediction")
+st.title("Image Blur Prediction System")
+
+st.write("""Image Bluriness Prediction Model allows users to analyze the bluriness of images. 
+            It utilizes a pre-trained random forest classifier model to predict whether an image is blurry or not. 
+            The application provides two options for image selection: 
+            users can either upload their own image or choose from a set of sample images. 
+            Once an image is selected, the application calculates the Variance of Laplacian (VoL) score, 
+            a metric used to measure image bluriness. The classifier model then predicts whether the image is blurry or not based 
+            on the VoL score. The prediction result and the VoL score are displayed to the user. 
+            The application also includes a sidebar that showcases sample images for quick testing.""")
 
 # Load the saved random forest classifier model
 with open('image_blur_model.pkl', 'rb') as f:
     clf = pickle.load(f)
     
 # For sample images as a sidebar
-images = ["test2.jpg","test1.jpg","test3.jpg","test4.jpg","test5.jpg","test6.jpg","download1.jpg","download2.jpg","sample1.jpg","download3.jpg","download4.jpg","download.png","img1.jpg","img17.jpg"]
+images = ["test2.jpg","test1.jpg","test4.jpg","test5.jpg","test6.jpg","download1.jpg","download2.jpg","sample1.jpg",
+          "download3.jpg","download4.jpg","download.png","img1.jpg","img17.jpg"]
 with st.sidebar:
     st.write("Choose an image")
     st.image(images)
@@ -39,15 +49,15 @@ def predict_bluriness(image):
     return prediction, vol
 
 
-# # CSS code for changing color of the button
-# st.markdown("""
-#     <style>
-#     .stButton button {
-#         background-color: #668f45;                        
-#         color: white;
-#     }
-#     </style>
-#     """, unsafe_allow_html=True)
+# CSS code for changing color of the button
+st.markdown("""
+    <style>
+    .stButton button {
+        background-color: #668f45;                        
+        color: white;
+    }
+    </style>
+    """, unsafe_allow_html=True)
 
 # File uploader
 uploaded_file = st.file_uploader("Upload an image", type=["jpg", "jpeg", "png"])