add requirements.txt

HomePage.py

@@ -1,47 +0,0 @@
-import streamlit as st
-from PIL import Image
-
-def main():
-    st.set_page_config(page_title="DR Assistive Tool", layout="centered")
-    
-    st.markdown("<h1 style='text-align: center; color: #2E86C1;'>DR Assistive Tool</h1>", unsafe_allow_html=True)
-
-    st.markdown("""
-    <h4 style='text-align: center; color: grey;'>
-        An AI-powered assistant for early detection of Diabetic Retinopathy
-    </h4>
-    """, unsafe_allow_html=True)
-
-    st.markdown("""---""")
-
-    st.markdown("""
-    ### 🧠 What is DR Assistive Tool?
-    **DR Assistive Tool** is a user-friendly web application built for early and accurate detection of **Diabetic Retinopathy (DR)**—a diabetes-related eye disease that can lead to blindness if not diagnosed in time. This tool uses **AI and deep learning models** trained on retinal images to help healthcare professionals, students, and researchers identify the severity stage of DR.
-
-    By simply uploading a retinal image, the model will:
-    - Analyze the image using advanced machine learning techniques
-    - Predict the stage of Diabetic Retinopathy (No DR, Mild, Moderate, Severe, Proliferative DR)
-    - Provide a quick, reliable, and cost-efficient second opinion for screening
-
-    The app also offers evaluation options to test the model's performance using real datasets, ensuring its credibility and practical usability.
-    """)
-
-    st.markdown("""
-    ---
-    ### 🛠 Features:
-    - 📤 **Upload retinal images** for DR stage prediction
-    - 📊 **Evaluate** the model using real test datasets
-    - 📁 **View results** with interpretation and confidence score
-    - 📈 **Analyze model performance** using accuracy, precision, confusion matrix, and more (in evaluation mode)
-
-    ---
-    ### 📌 How to Use:
-    1. Use the **sidebar** to select a feature (e.g., Predict or Evaluate).
-    2. In **Evaluate**, to check model accuracy.
-    3. In **Predict**, choose an DR image in sample images to predict or upload a high-quality retinal image (JPEG or PNG).
-
-    ⚠️ *Note: This tool is not a diagnostic tool. This is an assistive tool for Doctors.*
-    """)
-
-if __name__ == '__main__':
-    main()

requirements.txt

@@ -0,0 +1,11 @@
+streamlit
+pandas
+numpy
+matplotlib
+seaborn
+opencv-python
+Pillow
+torch
+torchvision
+scikit-learn
+fpdf