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and consistency, with an annotation accuracy of over 95%. Advanced trajectory smoothing techniques are employed to make the data more accurate. This results in a noticeable improvement of 20% in intrusion detection accuracy during application, and showcases more than a 15% accuracy advantage compared to peer datasets. Its unique feature is the lightweight and non-invasive data collection method, making it suitable for various household environments. These characteristics ensure the dataset's scalability and broad applicability in other smart home systems, effectively meeting the needs of different household layouts and behavior pattern recognition requirements.","2026-02-04 16:48:12","2026-10-19 18:28:07","0.00",943,0,500,"Entry and Behavior Detection, Visitor Trajectory Analysis, Home Security Monitoring","Track the trajectories of family members and visitors to enhance safety and intelligence.","JSON","1.3G","Smart Home, Security Monitoring, Behavior Analysis","Behavior Recognition, Trajectory Prediction, Intrusion 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Household Member and Visitor Behavior Trajectory Detection Dataset?","The Household Member and Visitor Behavior Trajectory Detection Dataset is used for analyzing and detecting the behavior trajectories of family members and visitors within a household.",{"id":634,"question":635,"answer":636},4650,"What is the main use of this dataset?","The main use of this dataset is to research and develop technologies and applications that can monitor and analyze the entry and behavior of household members and visitors.",{"id":638,"question":639,"answer":640},4651,"What information can be obtained from this dataset?","Information such as activity patterns, entry frequency, and behavior trajectories of household members and visitors can be obtained from this dataset.",{"id":642,"question":643,"answer":644},4652,"How does this dataset help enhance home security?","By analyzing the behavior trajectories of household members and visitors, this dataset helps identify anomalous behavior, thereby enhancing home security measures.",{"id":646,"question":647,"answer":648},4653,"Which industries can benefit from this dataset?","Industries such as home security, anti-theft systems, smart home technology development, and social behavior research can benefit from this 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