The present technology relates to the field of medical monitoring. Patient monitoring systems and associated devices, methods, and computer readable media are described. In some embodiments, a patient monitoring system includes one or more sensors configured to capture first data related to a patient and a wearable wireless hub configured to receive the first data. In these and other embodiments, the patient monitoring system can include an image capture device configured to capture second data related to the patient. In these and still other embodiments, the patient monitoring system can determine one or more patient parameters based on the first and/or the second data. The patient monitoring system can monitor the one or more patent parameters and trigger an alert or alarm when a patient parameter abnormality is detected.