Video Dataset for Crossroad Violation Detection
#Video analysis #behavior detection #computer vision #Traffic monitoring #safety protection #smart city
- Records
- 500 records
- Size
- 1.3G
- Format
- MP4
- Provider
MOBIUSI INC- Updated
- v1.02026-11-04
AI Analysis & Value Prop
Facing increasingly complex traffic situations, crossroad violations occur frequently, presenting significant challenges for traffic management. Current monitoring systems largely depend on human observation, which is not only inefficient but also prone to missing details. The construction of this dataset aims to automatically identify violations through video analysis technology, improving the level of monitoring. Data collection uses surveillance camera equipment to record videos in real traffic environments. To ensure quality, the data undergoes multiple rounds of annotation and consistency checks, with the annotation team composed of experts in the field of traffic safety, comprising over 20 members. Data preprocessing includes noise reduction, format transcoding, and keyframe extraction, finally stored in MP4 format for convenient access and analysis.
Overview
Dataset Insights
Preview
Sample Examples
Schema
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| duration | string | Duration |
| quality | string | Resolution |
| violation_type | string | The type of traffic violation identified in the video. |
| vehicle_count | int | The total number of vehicles detected in the video. |
| pedestrian_count | int | The total number of pedestrians detected in the video. |
| traffic_light_status | string | The status of the traffic lights shown in the video, such as red or green. |
| weather_condition | string | The weather condition reflected in the video, such as sunny or rainy. |
| time_of_day | string | The time of day when the events occur in the video, such as daytime or nighttime. |
| incident_duration | double | The duration of the violation event from start to end in the video, measured in seconds. |
| vehicle_speed | double | The average speed of vehicles detected in the video, measured in kilometers per hour. |
| road_condition | string | The road condition as reflected in the video, such as slippery or dry. |
Trust
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
FAQ
Frequently Asked Questions
- What is the Crossroad Violation Behavior Video Detection Dataset?
- The Crossroad Violation Behavior Video Detection Dataset is a video dataset designed to detect violation behaviors of vehicles and pedestrians under traffic lights, aiming to enhance the intelligence level of traffic safety monitoring.
- In which traffic safety fields can this dataset be applied?
- This dataset can be applied in various traffic safety fields like urban traffic monitoring, intelligent traffic management systems, and behavior recognition modules in autonomous vehicles.
- What are the potential benefits of using this dataset?
- Using this dataset helps to improve the accuracy of violation behavior detection, thereby enhancing traffic safety and reducing the occurrence of traffic accidents.
- How does this dataset help improve the intelligence of traffic signal monitoring?
- This dataset provides abundant video samples, aiding in training machine learning models to more effectively recognize and predict violations at crossroads, thus improving the intelligence of traffic signal monitoring.
- Who would benefit from the Crossroad Violation Behavior Video Detection Dataset?
- Traffic management departments, intelligent traffic system developers, and institutions and researchers studying traffic safety would benefit from this dataset.
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Cite this Work
@dataset{Mobiusi2026,
title={Video Dataset for Crossroad Violation Detection},
author={MOBIUSI INC},
year={2026},
url={https://www.mobiusi.com/datasets/6d5a1bb51a76bcd699e8d4d246fc8b7a?dataset_task_cate_id=4},
urldate={2026-02-04},
keywords={crossroad violation detection, traffic safety dataset, video behavior analysis},
version={1.0}
}Using this in research? Please cite us.
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