--- a/README.md
+++ b/README.md
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 # GI Bleeding Detection
-
-![GI Bleeding Detection Banner](https://github.com/yourusername/gi-bleeding-detection/raw/main/docs/images/banner.png?raw=true)
 
 A Python application that uses computer vision and machine learning techniques to detect gastrointestinal (GI) bleeding in endoscopic images. This tool provides healthcare professionals with a visual aid for identifying potential bleeding regions in the GI tract.
 
@@ -14,21 +12,8 @@
 
 ## Screenshots
 
-### Main Application Interface
 
-![Main Interface](https://github.com/yourusername/gi-bleeding-detection/raw/main/docs/images/main-interface.png?raw=true)
 
-### Analysis Results Example
-
-![Analysis Results](https://github.com/yourusername/gi-bleeding-detection/raw/main/docs/images/analysis-results.png?raw=true)
-
-### Bleeding Detection Visualization
-
-**Original Endoscopic Image**  
-![Original Image](https://github.com/yourusername/gi-bleeding-detection/raw/main/docs/images/original-image.png)
-
-**Bleeding Detection Result**  
-![Bleeding Detection](https://github.com/yourusername/gi-bleeding-detection/raw/main/docs/images/bleeding-detection.png?raw=true)
 
 ## Installation