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AI · research.nvidia.com · Monday, 1 June 2026

NVIDIA's PiD decoder unifies image decoding and upscaling, beating SeedVR2

NVIDIA’s new Pixel Diffusion Decoder (PiD) replaces the traditional VAE decoder with a conditional pixel‑space diffusion model, merging decoding and upsampling in a single step. It can turn 512² latent images into 2048² pixels in under a second, delivering up to 5.9× speed‑up and higher visual quality than the SeedVR2 pipeline.

Read the source: research.nvidia.com ↗In the 1 June issue →