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.