Canvas360 improves panoramic generation with geometry-aware pretraining

Canvas360 uses a two-stage framework and a 1M sample dataset to enable in-context panoramic inpainting, outpainting, and editing. The model employs parallel depth generation and velocity circular padding to ensure geometric consistency and reduce object distortion in 360-degree views.