Machine Heart

Jun 10, 2026 · Artificial Intelligence

DRDD: Turning Diffusion Noise into a Domain Harmonizer for Image Translation

The paper introduces Decoupled Residual Denoising Diffusion (DRDD), which reinterprets Gaussian noise as a domain harmonizer and separates residual removal from denoising, enabling more data‑efficient, multi‑task image‑to‑image translation and achieving state‑of‑the‑art results on benchmarks such as All‑in‑One‑5 with limited paired data.