Happy to share our recent work. SEGA: Spectral-Energy Guided Attention for Resolution Extrapolation in Diffusion Transformers Paper: Webpa…

SEGA introduces spectral-energy guided attention to enable resolution extrapolation in diffusion transformers, allowing inference at resolutions beyond training distribution. The method modulates attention using frequency-domain energy signals to preserve structural coherence at higher resolutions. Relevant to practitioners deploying image generation models like DiT variants where resolution flexibility matters.