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

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