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OmniRay model achieves camera-agnostic 3D reconstruction

Researchers have developed OmniRay, a novel feed-forward model for monocular 3D reconstruction that can accurately process images from various camera types without needing camera information at inference time. Unlike previous models that assume a pinhole camera or use a single basis for all camera geometries, OmniRay employs a hierarchical Ray Module. This module combines a radial base, a spherical harmonic residual, and a free-form residual to capture complex camera geometries, setting a new state-of-the-art in camera-agnostic 3D reconstruction. AI

IMPACT This research advances 3D reconstruction capabilities, potentially enabling more accurate and versatile applications in fields like computer vision and augmented reality.

RANK_REASON The cluster contains a research paper detailing a new model for 3D reconstruction. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CV →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

OmniRay model achieves camera-agnostic 3D reconstruction

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The cluster contains a research paper detailing a new model for 3D reconstruction. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.CV TIER_1 English(EN) · Namitha Guruprasad, Abhay Yadav, Cheng Peng, Rama Chellappa, Anand Bhattad ·

    OmniRay: Camera-Agnostic Monocular 3D Reconstruction with Composite Ray Fields

    arXiv:2610.31645v1 Announce Type: new Abstract: Monocular models recover 3D geometry from a single image in one pass, but most assume a pinhole camera and produce distorted geometry on the wide-angle imagery produced by fisheye and panoramic lenses. Camera-aware models remove thi…