This dataset focuses on the object detection of warning signs in tunnels, aiding the development of traffic safety technology.

Train and evaluate in-vehicle safety models with images and annotations focused on driver eye and mouth states and drowsiness risk.

The Rail Transit Accident Scene Dataset aids in accident detection and analysis for intelligent transportation systems.

This dataset focuses on motorcycle traffic accident risk analysis, providing high-quality image data and detailed annotations.

This dataset focuses on the image classification of nighttime accident scenes, aiding in traffic safety monitoring and analysis.

This dataset is used for the automatic recognition and monitoring of highway traffic congestion.

The Underground Parking Lot Empty Slot Detection Dataset aids efficient parking management.

This dataset focuses on the identification and analysis of rear-end collisions in tunnels to enhance traffic safety levels.

Evaluate how well models understand road sign locations along 2D routes using travel direction, sign order, and left-right annotations.

This dataset provides high-quality images of urban traffic construction scenes to support object detection research.

This dataset focuses on traffic safety monitoring on mountain roads, providing rich object detection data.

This dataset focuses on license plate recognition and vehicle attribute analysis in underground parking lots, supporting object detection tasks.

This is a target detection dataset focused on bus accident scenarios, aimed at improving the efficiency of traffic safety research.

Train lane-level spatial localization and structured-output models with lane geometry anchors and their map-matching results.

This is a high-quality image dataset for subway guide sign classification.

This dataset provides detection data of vehicles occupying green spaces and public areas under various urban environments, aiding in traffic management and environmental protection.

This dataset provides high-quality image data for tunnel and special scenarios traffic safety monitoring, aiming to support the training and application of object detection algorithms.

This is an image dataset for detecting road speed bump damage.

This dataset provides images of road motorcycle traffic accident scenes for object detection and accident analysis.

This dataset provides image data of traffic congestion and traffic patterns in suburban areas, aiming to enhance the intelligence level of traffic management.