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Introduces UniWorld-View, a unified framework for large-baseline novel view synthesis from monocular inputs, integrating occlusion-aware point cloud rendering with video diffusion models for precise camera control and geometric consistency.
UniSHARP extends SHARP for universal monocular view synthesis across diverse camera systems (perspective, fisheye, omnidirectional) by aligning images in an omnidirectional latent space with joint feature and Gaussian space alignment. The method outperforms alternatives on a new benchmark.