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October 3, 2025Open Access

Cameras as Relative Positional Encoding

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Relative camera conditioning significantly boosts performance in 3D tasks, enhancing accuracy and detail.
Experiments show that the proposed Projective Positional Encoding improves synthesis in scenes with varying camera settings.
Results extend to tasks like stereo depth estimation, proving the method's adaptability across diverse applications.
The findings suggest that integrating camera geometry is vital for effective multi-view 3D perception.

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This research compares camera geometry conditioning methods, revealing improved outcomes in stereo depth estimation and novel view synthesis.

Li et al. (2025) studied this question.

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This research compares camera geometry conditioning methods, revealing improved outcomes in stereo depth estimation and novel view synthesis.