Preprint Open access
Streaming-Aware Diffusion for Real-Time Video Super-Resolution via Cross-Step Attention
Real-time video super-resolution requires high spatio-temporal fidelity under strict latency constraints, challenging diffusion models due to their iterative sampling cost and limited temporal coordination. We propose a streaming-aware framework that adapts pretrained single-image latent diffusion models for efficient …