Patent attributes
Systems, appliances, and methods for operating a cooking result inference system are provided herein. The cooking engagement system can include a controller in operable communication with a camera assembly, a mass sensor assembly, and a thermal sensor assembly. An image signal including an image of an object can be accessed. A mass signal including a mass of the object can be accessed from the mass sensor assembly. A temperature signal including a temperature of the object can be accessed from the thermal sensor assembly. An inferred cooking result can then be generated based on a machine-learned model that can perform operations on input including the image signal, the mass signal, and the temperature signal. The inferred cooking result can include an inferred image depicting the object as it is predicted to appear after a recommended cooking time at a recommended temperature.