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A generative AI-Driven framework integrating CNN-VLM-LLM for intelligent crop disease diagnosis and control strategy generation | Synapse
March 3, 2026
A generative AI-Driven framework integrating CNN-VLM-LLM for intelligent crop disease diagnosis and control strategy generation
SY
Shuo Yang
Xinjiang Agricultural University
JG
Junxian Guo
Xinjiang Agricultural University
JY
Jiangtong Yu
Xinjiang Agricultural University
Key Points
The framework improves crop disease diagnosis through an intelligent system combining CNN, VLM, and LLM.
Evaluation showed a significant enhancement in diagnosis accuracy by 35% using the AI-driven approach.
Observational analysis of various crop diseases was conducted to validate the framework's effectiveness.
Implementation may revolutionize agricultural practices, offering innovative control strategies for farmers.
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Yang et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75b62c6e9836116a229f6
https://doi.org/https://doi.org/10.1016/j.compag.2026.111475