Crop Pest and Disease Classification Dataset
#image classification #deep learning #computer vision #agricultural monitoring #crop protection #smart agriculture
- 15000 records
- 1.2G
- JPG/PNG/JSON
- CATL
MOBIUSI INC
Updated:2026-05-07
AI Analysis & Value Prop
The current agricultural industry faces severe threats to crop yield and quality from pests and diseases. Traditional manual identification methods are inefficient and prone to errors. Existing solutions mostly rely on expert experience, lacking systematic and efficient approaches. This dataset aims to assist in the development of efficient AI models for automatic pest and disease classification by providing diverse crop pest and disease image data, addressing practical needs in agricultural production. The dataset includes images captured by professional cameras under different environments, ensuring diversity and representativeness. Quality control measures include multiple rounds of annotation, consistency checks, and expert review to ensure data accuracy and reliability. Data is stored in JPG format and structured in a database for convenient subsequent processing and analysis.
Dataset Insights
Sample Examples
01e531ca**.png|2683*2000|3.91 MB
f7e87cc2**.png|2752*2000|3.77 MB
1dab6505**.png|1475*2000|3.23 MB
0115751a**.png|2679*2000|3.65 MB
27dbe954**.png|1515*2000|3.13 MB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| crop_type | string | The type of crop involved in the image. |
| pest_or_disease | string | The specific type of pest or disease shown in the image. |
| severity_level | string | The severity level of the pest or disease effect on the crop in the image. |
| growth_stage | string | The growth stage of the crop in the image. |
| color_distribution | string | The main colors and their distribution in the image. |
| leaf_texture | string | The texture details of leaves in the image. |
Compliance Statement
| Authorization Type | Proprietary - Commercial AI Training License (No Redistribution) |
| 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 |
Frequently Asked Questions
- What types of crop pest and disease images does this dataset provide?
- The dataset mainly provides images of pests and diseases for common crops like wheat, rice, and corn.
- How can this dataset be used to improve the classification accuracy of AI models?
- By utilizing this dataset, AI models can learn the visual features of different crop pests and diseases, thus improving classification accuracy.
- What is the quality of the images in this dataset?
- The images in the dataset are of high quality, clearly showing the details of the pests and diseases.
- Does this dataset include label information?
- Yes, each image in the dataset comes with corresponding pest and disease label information.
- What kinds of research projects is this dataset suitable for?
- This dataset is suitable for research projects related to the detection and classification of crop pests and diseases.
Can't find the data you need?
Post a request and let data providers reach out to you.
Get this Dataset
Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Crop Pest and Disease Classification Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/b9bc6fba6ebf0b6c45b4245c48aff54a},
urldate={2025-09-15},
keywords={crop pests and diseases, image classification, agricultural dataset, deep learning, AI agriculture},
version={1.0}
}Using this in research? Please cite us.
placeholder
placeholder
placeholder
placeholder
placeholder
placeholder
placeholder