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PanoWorld proposes a method for long-range memory in panoramic world models using rotation-equivariant representations, with a three-stage training pipeline and a new large-scale dataset World360. The model outperforms alternatives by a large margin.
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.