Abstract: A method includes receiving image data of a current state of a dental site of a patient and processing the image data using a segmentation pipeline to generate an output comprising segmentation information for one or more teeth in the image data and at least one of identifications or locations of one or more oral conditions observed in the image data, wherein each of the one or more oral conditions is associated with a tooth of the one or more teeth. The method includes generating a visual overlay comprising visualizations for each of the one or more oral conditions, outputting the image data to a display, and outputting the visual overlay to the display over the image data.

Abstract: A method includes receiving a radiograph of a dental site and processing the radiograph using a segmentation pipeline to identify a plurality of oral conditions for the dental site. Processing the radiograph using the segmentation pipeline comprises: processing the radiograph using one or more first models that perform tooth segmentation, wherein the one or more first models generate a first output of tooth segmentation information comprising identifications and locations of a plurality of teeth in the radiograph; processing the radiograph using one or more second models that generate a second output comprising at least one of identifications or locations of the one or more oral conditions; and performing postprocessing to combine the first output and the second output, wherein as a result of the postprocessing each of the one or more oral conditions is assigned to one or more teeth of the plurality of teeth in the radiograph.

Abstract: A method includes receiving data of a current state of a dental site of a patient, the data comprising a plurality of data items generated from a plurality of oral state capture modalities. The data is processed using a plurality of trained machine learning models that output estimations of one or more oral conditions. The data and/or estimations are processed to generate at least one of a) one or more actionable symptom recommendations for one or more oral health problems associated with the one or more oral conditions or b) one or more diagnoses of the one or more oral health problems. One or more treatment recommendations are generated for treatment of at least one oral health problem based on at least one of the one or more actionable symptom recommendations or the one or more diagnoses.