A Hypertoroidal Covering for Perfect Color Equivariance
The T3CEN network uses a hypertoroidal covering map to achieve perfect equivariance to shifts in hue, saturation, and luminance. It solves approximation errors by lifting interval-valued quantities onto a circle, creating cyclic behavior for color components. This results in superior performance and interpretability compared to previous methods.