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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
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Published Paper Details:
Paper Title
Deep Learning-Based Text Detection and Recognition in Document Images: A Comprehensive Review
Authors
Pallabi Singh
Keywords
Deep Learning, OCR, Text Detection, Document Image Analysis, Clustering, Neural Networks, Computer Vision
Abstract
The advancement of Optical Character Recognition (OCR) has significantly accelerated with the integration of deep learning techniques. This review paper presents a consolidated overview of the major developments in text detection and recognition from document images using deep neural networks. Focusing on modern region-based and segmentation-based methods, this paper highlights clustering-based enhancements in OCR workflows that aim to preserve spatial structure and context. By analyzing various state-of-the-art approaches, benchmarking datasets, evaluation metrics, and current system limitations, we offer insight into the strengths and shortcomings of contemporary OCR systems. The review concludes with a discussion of open research problems and future directions to guide further advancements in intelligent document analysis.
IJCRT's Publication Details
Unique Identification Number - IJCRT25A4800
Paper ID - 284565
Page Number(s) - p369-p377
Pubished in - Volume 13 | Issue 4 | April 2025
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Pallabi Singh, "Deep Learning-Based Text Detection and Recognition in Document Images: A Comprehensive Review", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 4, pp.p369-p377, April 2025, Available at :http://www.ijcrt.org/papers/IJCRT25A4800.pdf
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Volume 14 | Issue 3
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Volume 14 | Issue 3
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Submit Manuscript Online Impact Factor: 7.97 Review Results : Within 02-03 Days Paper Publication : Within 02-03 Days
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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