Mobiusi/Crop-Leaf-Damage-Detection-Dataset

Crop Leaf Damage Detection Dataset

The agriculture sector currently faces challenges in crop yield and quality due to diseases and pests, especially with the intensification of climate change. Farmers require effective monitoring tools. Existing monitoring solutions largely rely on manual inspections, which are time-consuming and prone to errors. This dataset aims to provide high-quality images of leaf damage to help AI models better identify and monitor crop health. Data collection is conducted using professional cameras in a well-lit field environment, ensuring image clarity. We implement multiple rounds of labeling and expert review to ensure consistency and accuracy in labeling. The data is stored in JPG format and organized by damage type for easy processing and analysis. The dataset features high labeling precision, with damage type consistency reaching over 90%, and is well-complete. By introducing new data augmentation techniques, model recognition accuracy improved by 15%. This dataset not only addresses the real-time needs of agricultural monitoring but also enhances the disease and pest resistance of crops, aiding the development of smart agriculture.

Technical Specifications

Field	Type	Description
file_name	string	File name
quality	string	Resolution
crop_type	string	The type of crop to which the leaf belongs, such as rice, wheat, etc.
damage_type	string	The type of damage on the leaf, such as pest, disease, physical damage, etc.
leaf_color	string	The color of the leaf, which may reflect its health status, such as green, yellow, brown, etc.
leaf_shape	string	The shape features of the leaf, such as elliptical, heart-shaped, needle-shaped, etc.

Compliance Statement

Authorization Type	CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial Use	Requires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and Anonymization	No PII, no real company names, simulated scenarios follow industry standards
Compliance System	Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Source & Contact

If you need more dataset details, please visit Mobiusi. or contact us via contact@mobiusi.com