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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 5 | Month- May 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

Intelligent Bill Data Extraction Using Qwen VL2 Vision-Language Model: A Key-Value OCR Approach

  Authors

  Vikrant Kamble,  Ankit Bhosale,  Jyotiraditya Chavan,  Harsh Parab,  Shreyas Gadave

  Keywords

Qwen VL2, Vision-Language Model, OCR, Bill Processing, Key-Value Extraction, Multimodal AI, Document Automation, Node.js, MongoDB.

  Abstract


This paper presents an intelligent Optical Character Recognition (OCR) system for automated bill data extraction using Qwen VL2, a state-of-the-art vision-language model (VLM). Unlike traditional OCR pipelines that rely on Tesseract or rule-based pattern matching, the proposed system leverages the multimodal capabilities of Qwen VL2 to process bill images and directly return structured key-value pairs corresponding to fields such as consumer number, billing amount, due date, and service period. The system integrates a Node.js backend with a MongoDB database for scalable storage and retrieval. Experimental evaluation on 200 diverse real-world electricity and utility bills demonstrates superior extraction accuracy compared to conventional OCR approaches, achieving 94.6% overall field-level accuracy versus 73.0% for Tesseract. The architecture is lightweight, extensible, and deployable in cloud or on-premise environments.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2605303

  Paper ID - 308131

  Page Number(s) - c585-c591

  Pubished in - Volume 14 | Issue 5 | May 2026

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Vikrant Kamble,  Ankit Bhosale,  Jyotiraditya Chavan,  Harsh Parab,  Shreyas Gadave,   "Intelligent Bill Data Extraction Using Qwen VL2 Vision-Language Model: A Key-Value OCR Approach", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.14, Issue 5, pp.c585-c591, May 2026, Available at :http://www.ijcrt.org/papers/IJCRT2605303.pdf

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Call For Paper May 2026
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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