OmniRay reconstructs 3D from a single image without knowing the camera model

anand_bhattad · x · 2026-10-31

OmniRay tackles single-image 3D reconstruction without pinhole assumptions: it works with fisheye, GoPro, or 360° panorama images and requires no camera intrinsics.

The method starts from a radial camera model, learns a smooth correction across the image, then refines individual rays where needed. The team reports strong results across camera types; details in the linked thread.

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