diff --git a/README.md b/README.md
index cf45aad..a66daa6 100644
--- a/README.md
+++ b/README.md
@@ -19,6 +19,63 @@ This application uses Azure Document Intelligence and Azure OpenAI services to a
 - Azure Document Intelligence service
 - Azure OpenAI service with GPT-4o deployment
 
+#### Poppler Installation (Required for pdf2image)
+This project uses the `pdf2image` library which depends on Poppler. Please install it as follows:
+
+**For Windows:**
+1. Download the latest Poppler binary from the [poppler-windows releases](https://github.com/oschwartz10612/poppler-windows/releases).
+2. Unzip the downloaded archive to a location under **Program Files** (e.g., `C:\Program Files\poppler`).
+3. Add the Poppler `bin` directory (e.g., `C:\Program Files\poppler\poppler-xx\bin`) to your system PATH:
+   - Press **Win + R**, type `sysdm.cpl`, and press **Enter**.
+   - Go to the **Advanced** tab and click **Environment Variables**.
+   - Under **System variables**, select the **Path** variable and click **Edit**.
+   - Click **New** and add the path to the Poppler `bin` folder.
+   - Click **OK** to close all dialogs.
+4. To verify the installation, open a Command Prompt and run:
+   ```
+   pdftoppm -v
+   ```
+
+**For macOS:**
+1. Install Homebrew if it's not already installed. In Terminal, run:
+   ```bash
+   /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
+   ```
+2. Install Poppler using Homebrew:
+   ```bash
+   brew install poppler
+   ```
+3. Verify installation by running:
+   ```bash
+   pdftoppm -v
+   ```
+
+### Virtual Environment Setup
+
+It is recommended to create a virtual environment for the project:
+
+**On Windows:**
+1. Open a Command Prompt in the project directory.
+2. Create a virtual environment using:
+   ```
+   python -m venv venv
+   ```
+3. Activate the virtual environment:
+   ```
+   venv\Scripts\activate
+   ```
+
+**On macOS/Linux:**
+1. Open a Terminal in the project directory.
+2. Create a virtual environment using:
+   ```
+   python3 -m venv venv
+   ```
+3. Activate the virtual environment:
+   ```
+   source venv/bin/activate
+   ```
+
 ### Installation Steps
 1. Clone the repository
 2. Install required dependencies:
@@ -48,7 +105,7 @@ This application uses Azure Document Intelligence and Azure OpenAI services to a
    AZURE_OPENAI_ENDPOINT="https://your-openai-resource.openai.azure.com"
    ```
    
-   c. Note that `AZURE_OPENAI_API_KEY` should be the same as `OPENAI_KEY` and `AZURE_OPENAI_ENDPOINT` should be the same as `OPENAI_ENDPOINT`. These duplicated variables are needed due to the way the OpenAI library looks for environment variables.
+   c. Note that `AZURE_OPENAI_API_KEY` should be the same as `OPENAI_KEY` and `AZURE_OPENAI_ENDPOINT` should be the same as `OPENAI_ENDPOINT`.
 
 ### Required Files
 The following files are necessary for running the application:
@@ -88,7 +145,11 @@ The application will be accessible at http://localhost:5000 in your web browser.
 ### Processing Method Selection Dropdown
 ![Processing Method Selection](static/screens/2.png)
 
+### Results for Handwritten Multilingual tests
+![image](https://github.com/user-attachments/assets/845bd41b-4373-4a35-a072-e30d184e212c)
+
+
 ## Troubleshooting
 - If you encounter environment variable errors, ensure your `.env` file contains all required variables
-- For PDF rendering issues, ensure you have the necessary system dependencies for pdf2image
+- For PDF rendering issues, ensure you have the necessary system dependencies for pdf2image (see Poppler installation above)
 - Check application logs for detailed error information