Human Behavior dataset (HBD21)

The first folder represents the entire original dataset files, while in the second folder, the train_split and test_split datasets are present. The training and testing video files are in the ratio of 7:3, i.e., 70% training and 30% testing videos of the original dataset. Further, the third folder consists of a pre-processed enhanced version of the training and testing dataset.

In this improved version, each video's brightness is increased at a suitable threshold value, which helps in achieving achieve better performance in the training and testing stages. HBD21 dataset is collected from a mobile camera of about 16MP, placed at a tripod with a 5m to 12m distance. The resolution of each video is 640*480.

This dataset is captured at various locations in different lighting conditions using multiple objects(bat, badminton, gun, stick, axes, chairs, bottles, and many more).