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

#### 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. After manual annotation, and pre-processing, we obtained the following frames/samples #### Actions in HADE Dataset<br> | Action # | Action Name | # of Samples |<br> |----------|---------------|--------------|<br> | 1 | Clapping | 178 |<br> | 2 | Sitting Down | 171 |<br> | 3 | Standing Up | 171 |<br> | 4 | Walking | 178 |<br> | **Total**| | **699** | - HADE dataset includes Clapping, Sitting Down, Standing Up, and Walking actions.<br> - Total of 699 samples. #### Dataset Diversity and Comparison<br> - HADE dataset stands out for broader action range and environmental diversity.<br> - Enhanced model generalizability and adaptability.<br>