Methods, apparatus, systems, and articles of manufacture are disclosed to improve robot object recognition. An example apparatus includes a visual object recognizer to obtain a visual identifier associated with a target object, and a recognizable object model generator to generate a model of the target object based on mapping an image of the target object to classifier information corresponding to the visual identifier.