Mobiusi/Backpack-Sprayer-Usage-Detection-Dataset

Backpack Sprayer Usage Detection Dataset

The current agricultural industry faces issues such as low efficiency in sprayer use and poor spray uniformity, which impact crop growth and yield. Existing monitoring solutions largely rely on manual inspections, which are inefficient and prone to errors. Therefore, establishing a dedicated sprayer usage detection dataset can improve the monitoring efficiency of sprayers using machine learning technologies. This dataset contains image data of various sprayers in different environments, aiming to automatically identify sprayer usage through object detection technology. Data collection is carried out using drones in farmland environments to ensure a diverse range of crops and sprayer types are covered. In terms of quality control, data undergo multiple rounds of annotation and expert review to ensure consistency and accuracy of the annotations. Data is stored in JPG format, organized as image files along with their corresponding annotation information for ease of future use.

Technical Specifications

Field	Type	Description
file_name	string	File name
quality	string	Resolution
device_type	string	The type of detected backpack sprayer device.
person_count	integer	The number of people operating the sprayer in the image.
spraying_activity	boolean	Whether there is a spraying activity occurring in the image.
environment_type	string	The type of environment where the sprayer is located, such as farmland or orchard.
protective_gear	boolean	Whether the operator is wearing protective gear.
daylight_condition	string	The lighting condition at the time of capture, such as daytime or nighttime.
vegetation_type	string	The type of vegetation being sprayed, such as wheat or rice.

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