Mobiusi/Train-Carriage-Operational-Safety-Dataset

Train Carriage Operational Safety Dataset

The current transportation industry faces significant challenges in train operational safety, particularly in carriage monitoring and accident prevention. Most existing monitoring systems rely on manual inspections, which are inefficient and difficult to comprehensively cover, making it hard to eliminate safety hazards. This dataset aims to support the research and application of automated object detection technology by providing high-quality images for carriage safety monitoring, enhancing monitoring efficiency and reducing the accident rate. The dataset includes images of train carriages in operation, captured in different environments and time periods with high resolution to ensure image quality. Professional photography equipment was used during data collection, capturing in various lighting and weather conditions, and rigorous quality control measures, including multiple rounds of annotation and expert review, were taken to ensure the consistency and accuracy of data annotation. The data is stored in JPEG format, with a clear structure that is easy to use for subsequent machine learning tasks.

Technical Specifications

Field	Type	Description
file_name	string	File name
quality	string	Resolution
car_number	string	A unique identifier for each train car.
object_type	string	The type of object identified in the image, such as car, obstacle, etc.
bounding_box	string	Coordinates of the rectangular bounding box around the object.
detection_confidence	float	Confidence score when a target is detected.
weather_condition	string	Weather conditions at the time of image capture, such as sunny, rainy, etc.
lighting_condition	string	Lighting level at the time of image capture, such as daytime, nighttime.
damage_severity	string	The severity of the damage detected on the car, such as minor, severe.
maintenance_status	string	Current maintenance status information of the car.

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