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SpheRoPE: Zero-Shot Optimization-Free 360 Panorama Generation with Spherical RoPE
We present a zero-shot, training-free and optimization-free framework for generating 360 panoramic images and videos by directly injecting spherical priors into pre-trained diffusion transformers. Existing methods either rely on costly fine-tuning on scarce panoramic data that limits generalization,