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Research questionHow can fixed 3D Gaussian-splatting reconstructions support valid, traversable, closed-loop visual-navigation evaluation?Realistic scene renderings do not by themselves specify free space, collision constraints, or reachable goals. Consistent navigation evaluation therefore requires scene representations and episodes that support safe, closed-loop interaction.
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Computer Vision
Evaluation & Benchmarks
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Robotics
Latest papersRecent research connected to this question, newest first.NavArena: Automated Construction of Goal-Oriented Navigation Benchmarks from 3D Gaussian Splatting ReconstructionsNavArena presents a benchmark-construction framework that derives occupancy and semantic-goal representations from fixed 3D Gaussian-splatting reconstructions and uses them for visual-navigation episodes. Its evidence comes from simulated policy evaluation on reconstructed scenes and does not establish real-world navigation performance.research paper · Sep 4, 2026
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