This dataset is used to detect reverse movement on escalators, prolonged stay, and sitting on escalators, applicable to locations like subways and shopping malls.

The washing machine work state recognition video dataset is used for developing smart home solutions to improve the accuracy of work state recognition.

The Dental Treatment Process Action Recognition Dataset is used to improve the accuracy and efficiency of dental treatment action recognition.

The hospital corridor personnel density estimation dataset is used to improve the accuracy of density estimation models.

This dataset is used for vehicle type recognition and counting in highway environments.

This dataset aims to enhance the detection efficiency of rollover accidents on highway sections through video surveillance technology.

This dataset is used to identify if an operator or robot has correctly completed a tightening action.

This dataset provides high-quality video data for tracking the positions of participants in a fishing tournament.

The Gesture Recognition Video Dataset aims to enhance the accuracy and responsiveness of security protection systems.

This dataset is used to detect anomalous running and fleeing actions, aiding the intelligent upgrade of security monitoring systems.

The Prayer Ritual Action Pose Analysis Video Dataset is used for researching and analyzing action poses during prayer processes.

This dataset is used to identify abnormal searching behaviors in home environments to enhance the effectiveness of security surveillance.

This dataset is used to detect high-pressure gas leak events, aiding in industrial safety monitoring and management.

This dataset is used to identify risky behaviors such as hazardous materials vehicles parking in non-designated areas.

This dataset is used to predict crowd congestion situations during dismissals of large gatherings.

This dataset is used to extract attendees' attention state information in remote meetings.

This dataset is dedicated to identifying abnormal states of traffic lights, providing reliable data support for traffic monitoring.

This dataset is used for identifying dangerous climbing actions of children at home to enhance household safety protection.

The subway platform crowding estimation video dataset is used to enhance traffic flow management and safety.

This dataset is used to detect stall and obstruction behaviors within transportation hub stations to improve traffic management efficiency.