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fixed readme

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- # Chequeeasy
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- ChequeEasy is a project that aims to simplify the process of approval of cheques and making it easier for both bank officials and customers.
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- This project leverages Donut model proposed in the paper <a href="https://arxiv.org/abs/2111.15664/"> OCR-free Document Understanding Transformer </a> for the parsing of the required data from cheques.'
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- 'Donut is based on a very simple transformer encoder and decoder architecture. It\'s main USP is that it is an OCR-free approach to Visual Document Understanding (VDU) and can perform tasks like document classification, information extraction as well as VQA. \
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- OCR based techniques come with several limitations such as requiring use of additional downstream models, lack of understanding about document structure, requiring use of hand crafted rules for information extraction,etc. \
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- Donut helps you get rid of all of these OCR specific limitations. The model for the project has been trained using a subset of this <a href="https://www.kaggle.com/datasets/medali1992/cheque-images/"> kaggle dataset </a>. The original dataset contains images of cheques of 10 different banks.
 
 
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+ ---
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+ title: ChequeEasy - Banking made easy
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+ emoji: 😌
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+ colorFrom: indigo
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+ colorTo: gray
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+ sdk: gradio
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+ sdk_version: 3.9
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+ app_file: app.py
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+ pinned: false
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+ ---
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference