Camera-independent color constancy by scene semantics.

•Existing learning-based color constancy methods typically exhibit poor generalization between images taken by varying cameras.•Gray-based assumptions hold the natural property of camera-independent.•Gray-based assumptions are less accurate in different scenarios due to their fixity.•Scene semantics can contribute to inferring and modifying fixed gray-based assumptions.