PiD: Fast and High-Resolution Latent Decoding with Pixel Diffusion

PiD is a plug-and-play diffusion decoder that replaces VAE/RAE decoders to directly generate super-resolved pixels in a single pass, supporting backbones like FLUX, SD3, and DINOv2.