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Suresh Kumar Mandala on Muck Rack

Suresh Kumar Mandala

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Articles

LDDHybridNet: an ROI-aware CNN–LSTM hybrid framework for accurate and early leaf disease detection in precision agriculture

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By L. Raju, Ch. Santoshi, Suresh Kumar Mandala
| Nature Verified
Abstract Early and accurate detection of plant leaf diseases is an essential requirement for precision agriculture, given their severe impact on global food security. While much has been done recently, many deep learning–based approaches will still fail in real-world tests because of challenges such as background clutter, differences in illumination, occlusion, or the fact that visual symptoms for these diseases can be very subtle early on.
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