ControlNet++: Enhancing Controllable Text-to-Image Generation with Efficient Pixel-Level Consistency Feedback

ControlNet++ employs pre-trained discriminative reward models to explicitly optimize pixel-level cycle consistency between generated images and input conditional controls, significantly improving controllability without compromising image quality.