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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 6 | Month- June 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

Detection of Weeds and Diseases in Crops Using Deep Neural Networks

  Authors

  Mr Pankaj Raghuwanshi,  Mrs.Kiran Ankaley

  Keywords

Weeds detection ,Plant disease identification, Crop yield reduction, Traditional detection methods, Deep neural networks (DNNs),Convolutional neural networks (CNNs,)Automated plant health monitoring ,Image-based detection ,Dataset challenges

  Abstract


Weeds and plant diseases significantly reduce crop yield and quality worldwide. Traditional detection methods are labour-intensive, time-consuming, and prone to error. The emergence of deep neural networks (DNNs), especially convolutional neural networks (CNNs), has revolutionized automated plant health monitoring. This review paper comprehensively explores the use of DNNs for detecting weeds and diseases in crops, examining architectures, datasets, methodologies, and performance. We also discuss challenges such as data scarcity, environmental variability, and model deployment. Finally, future directions involving multimodal data, edge computing, and explainable AI are considered.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2508615

  Paper ID - 292706

  Page Number(s) - f374-f391

  Pubished in - Volume 13 | Issue 8 | August 2025

  DOI (Digital Object Identifier) -   

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

  E-ISSN Number - 2320-2882

  Cite this article

  Mr Pankaj Raghuwanshi,  Mrs.Kiran Ankaley,   "Detection of Weeds and Diseases in Crops Using Deep Neural Networks", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 8, pp.f374-f391, August 2025, Available at :http://www.ijcrt.org/papers/IJCRT2508615.pdf

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Call For Paper June 2026
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ISSN and 7.97 Impact Factor Details


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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
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