The identification of plant pests and diseases is the focus of plant protection. Lifeasible provides development services for plant pest and disease identification software to help intelligently identify plant pests and diseases.
Identifying plant pests and diseases is an essential element in agricultural production activities and the protection of rare plants. At present, machine vision-based plant pest and disease detection has replaced traditional visual recognition to a certain extent. However, in the face of complex plant pests and diseases, machine vision-based detection still faces many challenges, such as small differences between the lesion area and the background or large changes in the size of the lesion area and various types. In addition, there are effects on machine vision detection of plant pests and diseases under different shooting conditions, such as much noise on images. These difficulties have made developing applicable machine vision detection software for plant pests and diseases a concerning topic.
Fig. 1 Definition of plant diseases and pests detection problem (Liu and Wang, 2021).
Development of pest and disease identification software for a certain plant
Developing more targeted pest and disease identification software helps to identify the plant's pests and diseases with greater accuracy and depth. We provide plant-specific pest and disease identification software development for clients with precise pest and disease identification needs. We mainly focus on pest and disease identification software for widely grown crops with high usage, including pest and disease identification software for rice, wheat, corn, potato, and soybean. We also focused on developing pest and disease identification software for specific medicinal and rare plants.
Development of integrated pest and disease identification software
We offer integrated plant pest and disease identification software development for customers with multiple plant pest and disease identification needs. We have a unique development strategy for accurate identification and ease of operation for our customers. We can assist in the development of integrated plant pest and disease software that is not only accurate but also easy to use.
Development of pest and disease identification software combined with application recommendations
For plant pest and disease identification software, identifying pests and diseases is the basis for solving pest and disease problems, while giving supporting agricultural drug strategies is the key to effectively solving pest and disease problems. We provide the development of plant pest and disease identification software with the addition of agricultural drug strategies, including drug type, drug dose, drug frequency, and drug interval.
Powerful plant pest and disease database
We have established databases of pest and disease pictures for a wide range of plants, and we maintain and manage them regularly. For each kind of plant pest and disease picture, we also have more detailed classification management, classifying them into highly characteristic, general, and hard-to-identify pictures. The clear pest and disease classification database improves the accuracy and efficiency of software development.
Diverse and in-depth computer recognition strategies
Our computer software staff master a variety of computer deep learning networks, including AlexNet, VGG19, Inception ResNetV2, GoogleNet, ResNet101, InceptionV3, and SqueezeNet. They can use these computer deep learning networks flexibly and develop more appropriate computer deep learning networks based on these, which can effectively meet the needs of different pest and disease identification.
Different levels of depth image classification
Based on computer deep learning networks, our computer software staff perform deep feature extraction at different connection layers and use methods such as K-nearest neighbor, support vector machine, and extreme learning machine for classification.
According to statistics, plant pests and diseases cause approximately $220 billion in yearly losses worldwide. The development of computer-based pest and disease identification software has also become a focus of scientific research. Lifeasible focuses on plant protection and helps customers develop plant pest and disease identification software and solve their problems in a targeted manner. We have rich experience in developing plant pest identification software and can provide in-depth solutions to problems in identification steps. Welcome to contact us for plant pest and disease software development services.
References
Lifeasible has established a one-stop service platform for plants. In addition to obtaining customized solutions for plant genetic engineering, customers can also conduct follow-up analysis and research on plants through our analysis platform. The analytical services we provide include but are not limited to the following:
