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dame-cell · Aug 10, 2024 · 2d80cd1 · 2d80cd1
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 VisionRAG is an innovative implementation of MULTI-MODALITY-RAG, leveraging the novel approach introduced in [ColPali: Efficient Document Retrieval with Vision Language Models](https://arxiv.org/abs/2407.01449).
 
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-  <img src="images/colpali2.png" alt="ColPali Architecture" width="800px">
+  <img src="images/colpali.jpg" alt="ColPali Architecture" width="800px">
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-## 🔍 Overview
+## 🔍 Overview!
 
 ColPali offers a groundbreaking method for document retrieval using vision language models. This project aims to demonstrate how visual-based embedding can simplify and enhance RAG systems, making them more versatile and easier to implement for a wide range of document types.
 

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