Embodiments are directed to detecting and uploading measurement data of a non-connected medical measuring device. Embodiments include capturing an image of an identification object and a beginning event image of a medical measuring device and extracting identification data from the image of the identification object. Based on detecting that the identification object has been removed, an ending event image of the medical measuring device is captured. Embodiments include determining if a measurement event has occurred by comparing the ending event image and the beginning event image. Based on determining that the measurement event occurred, a measurement data of the ending event image is extracted and upload to a personal health record database.