notesum.ai
Published at December 3Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases
cs.CV
Released Date: December 3, 2024
Authors: Liqiong Wang1, Teng Jin1, Jinyu Yang2, Ales Leonardis3, Fangyi Wang1, Feng Zheng4
Aff.: 1China Three Gorges University; 2Tapall.ai; 3University of Birmingham; 4Southern University of Science and Technology

| Visual input example | |
|---|---|
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| User | What is the crop in this image? |
| Agri-LLaVA | The crop in the image is potatoes. |
| User | How to prevent and treat this condition? |
| Agri-LLaVA | The prevention and control methods include using disease-free seeds, implementing crop rotation, and strengthening field management. In the early stages of the disease, specific pesticides can be used for spraying, such as 75% chlorothalonil wettable powder 600 times liquid, 50% benzimidazole emulsion 1500 times liquid, and 50% carbendazim wettable powder 800 times liquid, etc. |
| User | What is the crop in this image? |
| LLaVA | The crop in this image is a pig’s ear. |
| User | How to prevent and treat this condition? |
| LLaVA | The image shows a close-up of a pig’s ear with a hole in it. This condition is likely caused by an infection or injury. To prevent and treat this condition, it is essential to maintain proper hygiene and care for the pig. |
| User | What is the crop in this image? |
| Language-only GPT-4 | The crop in this image is potatoes. |
| User | How to prevent and treat this condition? |
| Language-only GPT-4 | To prevent and treat potato soft rot disease, the first priority is to strengthen field management, pay attention to ventilation and light transmission, and reduce field humidity. In addition, promptly remove diseased plants and disinfect the affected areas with lime to reduce the source of initial and recurrent infections in the field. In addition, flooding should be avoided. When necessary, pesticides such as 50% Bacillus thuringiensis wettable powder 500 times solution or 12% Green Copper emulsion 600 times solution, 47% Garenon wettable powder 500 times solution, and 14% Chloramphenicol water solution 300 times solution can be sprayed to control the condition. |
![[Uncaptioned image]](https://arxiv.org/html/2412.02158v1/extracted/6039794/Imgs/chatbot_example.jpg)