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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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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
AI-Based Early Detection of Plant Diseases in Urban Gardens Using Simulated Hyperspectral Imaging and Grad-CAM Visual Explainability
Authors
Mahadevaswamy P, Dr. Vinay Kumar H S
Keywords
Plant disease detection, NDVI, hyperspectral simulation, Grad-CAM, embedded AI, Gradio, deep learning, smart agriculture.
Abstract
Urban agriculture is rapidly gaining momentum, yet plant diseases continue to hamper productivity. This paper presents a novel AI-based approach for early detection of plant diseases using RGB imagery processed to simulate hyperspectral indices, particularly NDVI. A deep learning classifier trained on leaf images is augmented with Grad-CAM visualizations to localize disease symptoms. The system is deployed as a lightweight Gradio web application suitable for use on embedded platforms. Experimental results show high classification accuracy and effective visualization of disease regions, offering a low- cost, interpretable solution for early plant disease management in urban gardening.
IJCRT's Publication Details
Unique Identification Number - IJCRT2508061
Paper ID - 292049
Page Number(s) - a527-a532
Pubished in - Volume 13 | Issue 8 | August 2025
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Mahadevaswamy P, Dr. Vinay Kumar H S, "AI-Based Early Detection of Plant Diseases in Urban Gardens Using Simulated Hyperspectral Imaging and Grad-CAM Visual Explainability", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 8, pp.a527-a532, August 2025, Available at :http://www.ijcrt.org/papers/IJCRT2508061.pdf
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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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