Abstract: Techniques for analysis and deep learning modeling of sensor-based object detection data in bounded aquatic environments are described, including capturing an image from a sensor disposed substantially above a waterline, the sensor being housed in a structure electrically coupled to a light housing, converting the image into data, the data being digitally encoded, evaluating the data to separate background data from foreground data, generating tracking data from the data after the background data is removed, the tracking data being evaluated to determine whether a head or a body are detected by comparing the tracking data to classifier data, tracking the head or the body relative to the waterline if the head or the body are detected in the tracking data, and determining a state associated with the head or the body.

Abstract: Techniques for analysis and deep learning modeling of sensor-based object detection data in bounded aquatic environments are described, including capturing an image from a sensor disposed substantially above a waterline, the sensor being housed in a structure electrically coupled to a light housing, converting the image into data, the data being digitally encoded, evaluating the data to separate background data from foreground data, generating tracking data from the data after the background data is removed, the tracking data being evaluated to determine whether a head or a body are detected by comparing the tracking data to classifier data, tracking the head or the body relative to the waterline if the head or the body are detected in the tracking data, and determining a state associated with the head or the body.

Abstract: A wearable device, which comprises a wristband, an electronic module and a connector. The wristband comprises a housing and a band. The housing has a first end, a second end, and an accommodating space. The band has a first end extending from the first end of the housing, and a free second end opposite to the first end of the band. The electronic module disposes within the accommodating space. The connector disposes either at the second end of the housing, or at a first end of the electronic module that is closer to the second end of the housing than the first end of the housing, wherein the free second end of the band is insertable through or into the connector. Wherein there is free of any band between the second end of the housing and the connector and between the first end of the electronic module and the connector.

Abstract: A wearable device, which comprises a wristband, an electronic module and a connector. The wristband comprises a housing and a band. The housing has a first end, a second end, and an accommodating space. The band has a first end extending from the first end of the housing, and a free second end opposite to the first end of the band. The electronic module disposes within the accommodating space. The connector disposes either at the second end of the housing, or at a first end of the electronic module that is closer to the second end of the housing than the first end of the housing, wherein the free second end of the band is insertable through or into the connector. Wherein there is free of any band between the second end of the housing and the connector and between the first end of the electronic module and the connector.