Jinyoon Kim

PlantVilage Poly

Instance Segmentation

PlantVilage Poly Computer Vision Project

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Here are a few use cases for this project:

  1. Agricultural Disease Diagnosis and Monitoring: This model could be used by farmers or agricultural scientists to quickly identify and monitor the spread of specific plant diseases in crops, enabling faster response times to prevent widespread damage.

  2. Smart Gardening: Home gardeners could use this model through a mobile app to identify diseases on their plants and receive guidance on how to treat them. The app could guide users to capture leaf images and provide real-time diagnoses.

  3. Educational Tool: The model could be used in biology or botany courses to teach students about plant diseases. It could allow students to identify diseases just from leaf image datasets and learn about disease etiology, symptoms, and management.

  4. Research in Plant Pathology: Scientists or researchers working in the field of plant pathology could use this model to classify plant diseases more efficiently without requiring extensive laboratory testing, thus accelerating their research.

  5. Plant Nursery Management: Workers at plant nurseries or botanical gardens can use this model to maintain the health of diverse plants. By capturing leaf images, staff can diagnose and treat diseases earlier, ensuring that plants remain healthy and attractive to customers.

Trained Model API

This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.

Cite this Project

If you use this dataset in a research paper, please cite it using the following BibTeX:

@misc{ plantvilage-poly_dataset,
    title = { PlantVilage Poly Dataset },
    type = { Open Source Dataset },
    author = { Jinyoon Kim },
    howpublished = { \url{ https://universe.roboflow.com/jinyoon-kim-m2vhr/plantvilage-poly } },
    url = { https://universe.roboflow.com/jinyoon-kim-m2vhr/plantvilage-poly },
    journal = { Roboflow Universe },
    publisher = { Roboflow },
    year = { 2023 },
    month = { jan },
    note = { visited on 2023-12-11 },
}

Find utilities and guides to help you start using the PlantVilage Poly project in your project.

Source

Jinyoon Kim

Last Updated

a year ago

Project Type

Instance Segmentation

Subject

diseases

Classes

Apple Scab Leaf, Apple leaf, Apple leaf black rot, Apple rust leaf, Bell_pepper leaf, Bell_pepper leaf spot, Blueberry leaf, Cherry Powdery mildew leaf, Cherry leaf, Corn Gray leaf spot, Corn leaf, Corn leaf blight, Corn rust leaf, Grape leaf Esca, Grape leaf blight, Orange Haunglongbing, Peach leaf, Peach leaf bacterial spot, Potato leaf, Potato leaf early blight, Potato leaf late blight, Raspberry leaf, Soyabean leaf, Squash Powdery mildew leaf, Strawberry leaf, Strawberry leaf scorch, Tomato Early blight leaf, Tomato Septoria leaf spot, Tomato leaf, Tomato leaf bacterial spot, Tomato leaf late blight, Tomato leaf mosaic virus, Tomato leaf target spot, Tomato leaf yellow virus, Tomato mold leaf, Tomato two-spotted spider, grape leaf, grape leaf black rot

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License

CC BY 4.0