Provided are mechanisms and processes for determining physiological measurements associated with an infant. In one example, a system includes an infant monitoring device and a monitoring hub. An infant monitoring device interface is configured to receive measurement data transmitted wirelessly from multiple sensors associated with an infant monitoring device. The infant monitoring device is configured to be worn by an infant. A camera interface is configured to receive sensor data from a camera. The camera located in proximity to the infant. The sensor data comprises visual data of the infant. A processor is configured a physiological measurement of the infant based on the measurement data received from the infant monitoring device and the visual data received from the camera.