notesum.ai

Published at December 3

Agri-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

Arxiv: http://arxiv.org/pdf/2412.02158v1

Visual input example

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.