CCSR Upscaler

CCSR is a content-aware upscaler for images and video that boosts resolution while preserving structure, sharpness, and semantic consistency. It reduces common artifacts like blur and distortion, making it ideal for restoration, archival work, graphic design, and high-quality prints. Built on diffusion-inspired, U-Net–style methods, CCSR supports multi-image merging and iterative refinement, with adjustable parameters to balance fidelity, speed, and memory use. For best results, upscale in stages, use consistent reference images, and keep diffusion steps moderate. It handles standard formats (JPEG/PNG/TIFF) and video frame sequences, offering strong control over output quality for both professional and creative workflows.