readme update

README.md

@@ -1,11 +1,11 @@
 # Automated Election Vote Counting
 
 
-Detailed Explanation of Vote Counting Methods
+**Detailed Explanation of Vote Counting Methods**
 [Medium Article](https://medium.com/@pamudu1111/automated-election-vote-counting-7b89900f7333)
 
 ### 1. Using ChatGPT Vision API to Process Ballot Papers
-![Vision API](resources\LLM_proocessing.png)
+![Vision API](resources/LLM_proocessing.png)
 
 OpenAI Vision API analyzes images of ballot papers, interprets the votes, and returns structured data.
 
@@ -25,16 +25,18 @@ OpenAI Vision API analyzes images of ballot papers, interprets the votes, and re
 Layout extraction technique followed by a rule-based/LLM approach to process and extract the details from the structured OCR text.
 
 ### 3. Using Object Detection — YOLO
-![YOLO vote detection](resources\Yolo_vote_extraction.png)
+![YOLO vote detection](resources/Yolo_vote_extraction.png)
 
 YOLO object detection model to extract details from the ballot paper.
 
 
 ### 4. Vote Extraction Using Computer Vision
-![CV vote detection](resources\CV_method.png)
+![CV vote detection](resources/CV_method.png)
 
 Pure computer vision-based method, using edge detection, contour detection, kernel processing, and template matching.
 
+---
 
--- UNDER CONSTRUCTION ---
+<p>Feel free to try this and come up with your own methods for automating vote counting.</p>
+<p>I’d love to hear your new ideas!. Feel free to reach out if you have any questions.</p>