SwiftVR delivers real‑time 1080p video upscaling on a consumer GPU
SwiftVR is the first generative video restoration model that streams 1080p video at roughly 26 fps on a consumer‑grade RTX 5090, and reaches 31 fps at QHD on a single H100. Its mask‑free shifted‑window attention and restoration‑aware autoencoder cut inference time dramatically, making real‑time upscaling practical for creators.