In one implementation, a method is disclosed for providing visual coherency between virtual objects and a physical environment. The method includes obtaining, at an electronic device, first content depicting a physical surface in the physical environment using an image sensor of the electronic device. An extrinsic property exhibited by the physical surface is determined based on the first content using a visual coherency model. Second content representing a virtual object is generated based on the extrinsic property to present on a display.