Human-Actions-in-Diverse-Environments-HAR-Approach

#### HADE Dataset - Collected and curated for the foundation of the HAR system, comprising 1500+ videos - Preprocessing techniques for suitable data format. - Raw data from smartphone cameras saved as .mp4 video files. - Videos: 4-5 seconds duration, 30 fps. - Frames organized by subject and action names. After manual annotation, and pre-processing, we obtained the following frames/samples #### Actions in HADE Dataset | Action # | Action Name | # of Samples | |----------|---------------|--------------| | 1 | Clapping | 178 | | 2 | Sitting Down | 171 | | 3 | Standing Up | 171 | | 4 | Walking | 178 | | **Total**| | **699** | - HADE dataset includes Clapping, Sitting Down, Standing Up, and Walking actions. - Total of 699 samples. #### Dataset Diversity and Comparison - HADE dataset stands out for broader action range and environmental diversity. - Enhanced model generalizability and adaptability.