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@xuanchi13: The latent-vs-pixel debate misses the point. GPT Image 2 shows what users notice: pixel-level fidelity. Latent models s…

X AI KOLs Timeline · 2026-05-26 Cached

NVIDIA introduces PiD, a Pixel Diffusion Decoder that replaces traditional VAE/RAE decoders in latent diffusion models, enabling fast, high-resolution decoding with up to 6× speedup and improved visual fidelity.

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#upsampling

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

Hugging Face Daily Papers · 2026-05-22 Cached

PiD introduces a pixel diffusion decoder that reformulates latent decoding as conditional pixel diffusion, enabling fast and high-quality image synthesis at high resolutions with reduced computational requirements. It decodes latents into 4x or 8x upscaled images in under a second on consumer hardware.

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